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Number of items: 275.

Article

Fabris, Fabio and Palmer, Daniel and de Magalhaes, João Pedro and Freitas, Alex A. (2019) Comparing enrichment analysis and machine learning for identifying gene properties that discriminate between gene classes. Briefings in Bioinformatics, . ISSN 1477-4054. (doi:https://doi.org/10.1093/bib/bbz028) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Cramer, Sam and Kampouridis, Michael and Freitas, Alex A. and Alexandridis, Antonis (2019) Stochastic Model Genetic Programming: Deriving Pricing Equations for Rainfall Weather Derivatives. Swarm and Evolutionary Computation, 46 . pp. 184-200. ISSN 2210-6502. E-ISSN 2210-6510. (doi:https://doi.org/10.1016/j.swevo.2019.01.008) (Access to this publication is currently restricted. You may be able to access a copy if URLs are provided)
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Freitas, Alex A. (2019) Investigating the Role of Simpson’s Paradox in the Analysis of Top-Ranked Features in High-Dimensional Bioinformatics Datasets. Briefings in Bioinformatics, . E-ISSN 1477-4054. (doi:https://doi.org/10.1093/bib/bby126) (Access to this publication is currently restricted. You may be able to access a copy if URLs are provided)
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Cramer, Sam and Kampouridis, Michael and Freitas, Alex A. (2018) Decomposition Genetic Programming: An Extensive Evaluation on Rainfall Prediction in the Context of Weather Derivatives. Applied Soft Computing, 70 . pp. 208-224. ISSN 1568-4946. (doi:https://doi.org/10.1016/j.asoc.2018.05.016) (Full text available)
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Fabris, Fabio and Freitas, Alex A. (2018) A new approach for interpreting Random Forest models and its application to the biology of ageing. Bioinformatics, . ISSN 1367-4803. (doi:https://doi.org/10.1093/bioinformatics/bty087) (Full text available)
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de Oliveira, Lariza Laura and Freitas, Alex A. and Tinós, Renato (2017) Multi-objective genetic algorithms in the study of the genetic code’s adaptability. Information Sciences, 425 . pp. 48-61. ISSN 0020-0255. (doi:https://doi.org/10.1016/j.ins.2017.10.022) (Full text available)
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Salama, Khalid M. and Abdelbar, Ashraf M. and Helal, Ayah and Freitas, Alex A. (2017) Instance-based classification with ant colony optimization. Intelligent Data Analysis, 21 (4). pp. 913-944. ISSN 1088-467X. (doi:https://doi.org/10.3233/IDA-160031) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Barardo, Diogo G. and Newby, Danielle and Thornton, Daniel and Ghafourian, Taravat and Pedro de Magalhães, João and Freitas, Alex A. (2017) Machine learning for predicting lifespan-extending chemical compounds. Aging, 9 (7). pp. 1721-1737. ISSN 1945-4589. (doi:https://doi.org/10.18632/aging.101264) (Full text available)
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Cramer, Sam and Kampouridis, Michael and Freitas, Alex A. and Alexandridis, Antonis (2017) An extensive evaluation of seven machine learning methods for rainfall prediction in weather derivatives. Expert Systems with Applications, 85 . pp. 169-181. ISSN 0957-4174. (doi:https://doi.org/10.1016/j.eswa.2017.05.029) (Full text available)
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Ribeiro, C.E. and Brito, L.H.S. and Nobre, C.N. and Freitas, Alex A. and Zarate, L.E. (2017) A revision and analysis of the comprehensiveness of the main longitudinal studies of human ageing for data mining research. Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, 7 (3). e1202. ISSN 1942-4795. E-ISSN 1942-4795. (doi:https://doi.org/10.1002/widm.1202) (Full text available)
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Fabris, Fabio and Freitas, Alex A. and de Magalhaes, João Pedro (2017) A Review of Supervised Machine Learning Applied to Ageing Research. Biogerontology, 18 (2). pp. 171-188. ISSN 1389-5729. E-ISSN 1573-6768. (doi:https://doi.org/10.1007/s10522-017-9683-y) (Full text available)
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Wan, Cen and Freitas, Alex A. (2017) An empirical evaluation of hierarchical feature selection methods for classification in bioinformatics datasets with gene ontology-based features. Artificial Intelligence Review, . ISSN 0269-2821. E-ISSN 1573-7462. (doi:https://doi.org/10.1007/s10462-017-9541-y) (Full text available)
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Aniceto, Natália and Freitas, Alex A. and Bender, Andreas and Ghafourian, Taravat (2016) A novel applicability domain technique for mapping predictive reliability across the chemical space of a QSAR: reliability-density neighbourhood. Journal of Cheminformatics, 8 (1). p. 69. ISSN 1758-2946. (doi:https://doi.org/10.1186/s13321-016-0182-y) (Full text available)
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Otero, Fernando E.B. and Freitas, Alex A. (2016) Improving the Interpretability of Classification Rules Discovered by an Ant Colony Algorithm: Extended Results. Evolutionary Computation, 24 (3). pp. 385-409. ISSN 1063-6560. (doi:https://doi.org/10.1162/EVCO_a_00155) (Full text available)
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Fernandes, Maria and Wan, Cen and Tacutu, Robi and Barardo, Diogo and Rajput, Ashish and Wang, Jingwei and Thoppil, Harikrishnan and Thornton, Daniel and Yang, Chenhao and Freitas, Alex A. and de Magalhaes, João Pedro (2016) Systematic analysis of the gerontome reveals links between aging and age-related diseases. Human Molecular Genetics, 25 (21). pp. 4804-4818. ISSN 0964-6906. (doi:https://doi.org/10.1093/hmg/ddw307) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Aniceto, Natália and Freitas, Alex A. and Bender, Andreas and Ghafourian, Taravat (2016) Simultaneous prediction of four ATP-binding cassette transporters substrates using multi-label QSAR. Molecular Informatics, 35 (10). pp. 514-528. ISSN 1868-1751. (doi:https://doi.org/10.1002/minf.201600036) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Fabris, Fabio and Freitas, Alex A. (2016) New KEGG pathway-based interpretable features for classifying ageing-related mouse proteins. Bioinformatics, 32 (19). pp. 2988-2995. ISSN 1367-4803. (doi:https://doi.org/10.1093/bioinformatics/btw363) (Full text available)
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Fabris, Fabio and Freitas, Alex A. and Tullet, Jennifer M.A. (2015) An Extensive Empirical Comparison of Probabilistic Hierarchical Classifiers in Datasets of Ageing-Related Genes. IEEE/ACM Transactions on Computational Biology and Bioinformatics, 13 (6). pp. 1045-1058. ISSN 1545-5963. E-ISSN 1557-9964. (doi:https://doi.org/10.1109/TCBB.2015.2505288) (Full text available)
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Wan, Cen and Freitas, Alex A. and de Magalhaes, João Pedro (2015) Predicting the pro-longevity or anti-longevity effect of model organism genes with new hierarchical feature selection methods. IEEE/ACM Transactions on Computational Biology and Bioinformatics, 12 (2). pp. 262-275. ISSN 1545-5963. (doi:https://doi.org/10.1109/TCBB.2014.2355218) (Access to this publication is currently restricted. You may be able to access a copy if URLs are provided)
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Cerri, Ricardo and Pappa, Gisele L. and de Carvalho, Andre C.P.L.F. and Freitas, Alex A. (2015) An extensive evaluation of decision-tree based hierarchical multilabel classification methods and performance measures. Computational Intelligence, 31 (1). pp. 1-46. ISSN 1467-8640. E-ISSN 1467-8640. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Newby, Danielle and Freitas, Alex A. and Ghafourian, Taravat (2015) Decision trees to characterise the roles of permeability and solubility on the prediction of oral absorption. European Journal of Medicinal Chemistry, 90 . pp. 751-765. ISSN 0223-5234. (Full text available)
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Newby, D. and Freitas, Alex A. and Ghafourian, Taravat (2015) Comparing Multi-Label Classification Methods for Provisional Biopharmaceutics Class Prediction. Molecular Pharmaceutics, 12 (1). pp. 87-102. ISSN 1543-8384. E-ISSN 1543-8392. (Full text available)
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Salama, Khalid M. and Freitas, Alex A. (2015) Ant colony algorithms for constructing Bayesian multi-net classifiers. Intelligent Data Analysis, 19 (2). pp. 233-257. ISSN 1088-467X. (doi:https://doi.org/10.3233/IDA-150715) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. and Limbu, Kriti and Ghafourian, Taravat (2015) Predicting volume of distribution with decision tree-based regression methods using predicted tissue:plasma partition coefficients. Journal of Cheminformatics, 7 (6). ISSN 1758-2946. (doi:https://doi.org/10.1186/s13321-015-0054-x) (Full text available)
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Barros, R.C. and Basgalupp, M.P. and Freitas, Alex A. and de Carvalho, A.C.P.L.F. (2014) Evolutionary design of decision-tree algorithms tailored to microarray gene expression data sets. IEEE Transactions on Evolutionary Computation, 18 (6). pp. 873-892. ISSN 1089-778X. (Full text available)
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Salama, Khalid M. and Freitas, Alex A. (2014) Classification with cluster-based Bayesian multi-nets using Ant Colony Optimisation. Swarm and Evolutionary Computation, 18 . pp. 54-70. ISSN 2210-6502. (doi:https://doi.org/10.1016/j.swevo.2014.05.001) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Salama, Khalid M. and Freitas, Alex A. (2014) ABC-Miner+: constructing Markov blanket classifiers with ant colony algorithms. Memetic Computing, 6 (3). pp. 183-206. ISSN 1865-9284. (doi:https://doi.org/10.1007/s12293-014-0138-6) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. (2014) Contrasting meta-learning and hyper-heuristic research: the role of evolutionary algorithms. Genetic Programming and Evolvable Machines, 15 (1). pp. 3-35. ISSN 1389-2576. E-ISSN 1573-7632. (doi:https://doi.org/10.1007/s10710-013-9186-9) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Basgalupp, Marcio P. and Barros, Rodrigo C. and de Carvalho, Andre C.P.L.F. and Freitas, Alex A. (2014) Evolving Decision Trees with Beam Search-based Initialization and Lexicographic Multi-Objective Evaluation. Information Sciences, 258 (1). pp. 160-181. ISSN 0020-0255. (doi:https://doi.org/10.1016/j.ins.2013.07.025) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Paes, B.C. and Plastino, A. and Freitas, Alex A. (2014) Exploring attribute selection in hierarchical classification. Journal of Information and Data Management, 5 (1). pp. 124-133. ISSN 2178-7107. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Salama, Khalid M. and Freitas, Alex A. (2013) Learning Bayesian network classifiers using ant colony optimization. Swarm Intelligence, 7 (2-3). pp. 229-254. ISSN 1935-3812. (doi:https://doi.org/10.1007/s11721-013-0087-6) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. (2013) Comprehensible classification models - a position paper. ACM SIGKDD Explorations, 15 (1). pp. 1-10. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Otero, Fernando E.B. and Freitas, Alex A. and Johnson, Colin G. (2013) A new sequential covering strategy for inducing classification rules with ant colony algorithms. IEEE Transactions on Evolutionary Computation, 17 (1). pp. 64-76. ISSN 1089-778X. (doi:https://doi.org/10.1109/TEVC.2012.2185846) (Full text available)
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Salama, Khalid M. and Abdelbar, Ashraf M. and Otero, Fernando E.B. and Freitas, Alex A. (2013) Utilizing multiple pheromones in an ant-based algorithm for continuous-attribute classification rule discovery. Applied Soft Computing, 13 (1). pp. 667-675. ISSN 1568-4946. (doi:https://doi.org/10.1016/j.asoc.2012.07.026) (Full text available)
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Barros, Rodrigo C. and Basgalupp, Marcio P. and Freitas, Alex A. and de Carvalho, Andre C.P.L.F. (2013) Automatic Design of Decision-Tree Algorithms with Evolutionary Algorithms. Evolutionary Computation, 21 (4). pp. 659-684. ISSN 1063-6560. (doi:https://doi.org/10.1162/EVCO_a_00101) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Newby, Danielle and Freitas, Alex A. and Ghafourian, Taravat (2013) Coping with unbalanced class data sets in oral absorption models. Journal of Chemical Information Modeling, 53 (2). pp. 461-474. ISSN 1549-9596. (doi:https://doi.org/10.1021/ci300348u) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Newby, Danielle and Freitas, Alex A. and Ghafourian, Taravat (2013) Pre-processing feature selection for improved C&RT models for oral absorption. Journal of Chemical Information and Modeling, 53 (10). pp. 2730-2742. ISSN 1549-9596. (doi:https://doi.org/10.1021/ci400378j) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Ghafourian, Taravat and Freitas, Alex A. and Newby, Danielle (2012) The impact of training set data distributions for modelling of passive intestinal absorption. International Journal of Pharmaceutics, 436 (1-2). pp. 711-720. ISSN 0378-5173. (doi:https://doi.org/10.1016/j.ijpharm.2012.07.041) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Otero, Fernando E.B. and Freitas, Alex A. and Johnson, Colin G. (2012) Inducing decision trees with an ant colony optimization algorithm. Applied Soft Computing, 12 (11). pp. 3615-3626. ISSN 1568-4946. (doi:https://doi.org/10.1016/j.asoc.2012.05.028) (Full text available)
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Barros, Rodrigo C. and Basgalupp, Marcio P. and de Carvalho, Andre C.P.L.F. and Freitas, Alex A. (2012) A survey of evolutionary algorithms for decision-tree induction. IEEE Transactions on Systems, Man and Cybernetics, Part C: Applications and Reviews, 42 (3). pp. 291-312. ISSN 1094-6977. (doi:https://doi.org/10.1109/TSMCC.2011.2157494) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Paes, Bruno C. and Plastino, Alexandre and Freitas, Alex A. (2012) Improving local per level hierarchical classification. Journal of Information and Data Management, 3 (3). pp. 394-409. ISSN 2178-7107. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Salama, Khalid M. and Abdelbar, Ashraf M. and Freitas, Alex A. (2011) Multiple Pheromone Types and Other Extensions to the Ant-Miner Classification Rule Discovery Algorithm. Swarm Intelligence, 5 (3-4). pp. 182-196. ISSN 1935-3812. (doi:https://doi.org/10.1007/s11721-011-0057-9) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Cerri, Ricardo and de Carvalho, Andre C.P.L.F. and Freitas, Alex A. (2011) Adapting non-hierarchical multilabel classification methods for hierarchical multilabel classification. Intelligent Data Analysis, 15 (6). pp. 182-196. ISSN 1088-467X. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Silla Jr, Carlos N. and Freitas, Alex A. (2011) Selecting different protein representations and classification algorithms in hierarchical protein function prediction. Intelligent Data Analysis, 15 (6). pp. 182-196. ISSN 1088-467X. (doi:https://doi.org/10.3233/IDA-2011-0505) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Pereira, Rafael B. and Plastino, Alexandre and Zadrozny, Bianca and Merschmann, Luiz Henrique de Campos and Freitas, Alex A. (2011) Improving lazy attribute selection. Journal of Information and Data Management, 2 (3). pp. 182-196. ISSN 2178-7107. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Pereira, Rafael B. and Plastino, Alexandre and Zadrozny, Bianca and Merschmann, Luiz Henrique de Campos and Freitas, Alex A. (2011) Lazy Attribute selection: Choosing attributes at classification time. Intelligent Data Analysis, 15 (5). pp. 182-196. ISSN 1088-467X. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Tsunoda, Denise F. and Freitas, Alex A. and Lopes, Heitor S. (2011) A genetic programming method for protein motif discovery and protein classification. Soft Computing, 15 (10). pp. 182-196. ISSN 1432-7643. (doi:https://doi.org/10.1007/s00500-010-0624-9) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Davies, Matthew N. and Gloriam, David E. and Secker, Andrew D. and Freitas, Alex A. and Timmis, Jon and Flower, Darren R. (2011) Present perspectives on the automated classification of the G-Protein Coupled Receptors (GPCRs) at the Protein Sequence Level. Current Topics in Medicinal Chemistry, 11 (15). pp. 182-196. ISSN 1568-0266. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. and de Magalhaes, João Pedro (2011) A review and appraisal of the DNA damage theory of ageing. Mutation Research, 728 (1-2). pp. 182-196. ISSN 1383-5742. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Plastino, Alexandre and Fuchshuber, Richard and Martins, Simone de L. and Freitas, Alex A. and Salhi, Said (2011) A hybrid data mining metaheuristic for the p-median problem. Statistical Analysis & Data Mining Journal, 4 (3). pp. 313-335. (doi:https://doi.org/10.1002/sam.10116) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. and Vasieva, Olga and de Magalhaes, João Pedro (2011) A data mining approach for classifying DNA repair genes into ageing-related or non-ageing-related. BMC Genomics, 12 (27). pp. 182-196. ISSN 1471-2164. (doi:https://doi.org/10.1186/1471-2164-12-27) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Silla Jr, Carlos N. and Freitas, Alex A. (2011) A survey of hierarchical classification across different application domains. Data Mining and Knowledge Discovery, 22 (1-2). pp. 182-196. ISSN 1384-5810. (doi:https://doi.org/10.1007/978-3-642-01799-5â??) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Otero, Fernando E.B. and Freitas, Alex A. and Johnson, Colin G. (2010) A hierarchical multi-label classification ant colony algorithm for protein function prediction. Memetic Computing, 2 (3). pp. 165-181. ISSN 1865-9284. (doi:https://doi.org/10.1007/s12293-010-0045-4) (Full text available)
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La Torre, A. and Pena, J.M. and Muelas, S. and Freitas, Alex A. (2010) Learning hybridization strategies in evolutionary algorithms. Intelligent Data Analysis, 14 (3). pp. 182-196. ISSN 1088-467X. (doi:https://doi.org/10.3233/IDA-2010-0424) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Secker, Andrew D. and Davies, Matthew N. and Freitas, Alex A. and Clark, Edward and Timmis, Jon and Flower, Darren R. (2010) Hierarchical classification of G-Protein-Coupled Receptors with data-driven selection of attributes and classifiers. International Journal of Data Mining and Bioinformatics, 4 (2). pp. 182-196. ISSN 1748-5673. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. and Wieser, Daniela C. and Apweiler, Rolf (2010) On the importance of comprehensible classification models for protein function prediction. IEEE/ACM Transactions on Computational Biology and Bioinformatics, 7 (1). pp. 182-196. ISSN 1545-5963. (doi:https://doi.org/10.1109/TCBB.2008.47) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Pappa, Gisele L. and Freitas, Alex A. (2009) Evolving rule induction algorithms with multi-objective grammar-based genetic programming. Knowledge and Information Systems, 19 (3). pp. 283-309. ISSN 0219-1377. (doi:https://doi.org/10.1007/s10115-008-0171-1) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Secker, Andrew D. and Davies, Matthew N. and Freitas, Alex A. and Timmis, Jon and Clark, Edward and Flower, Darren R. (2009) An artificial immune system for clustering amino acids in the context of protein function classification. Journal of Mathematical Modelling and Algorithms, 8 . pp. 103-123. ISSN 1570-1166. (doi:https://doi.org/10.1007/s10852-009-9107-3) (Full text available)
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Pappa, Gisele L. and Freitas, Alex A. (2009) Automatically evolving rule induction algorithms tailored to the prediction of postsynaptic activity in proteins. Intelligent Data Analysis, 13 (2). pp. 243-259. ISSN 1088-467X. (doi:https://doi.org/10.3233/IDA-2009-0366) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Hruschka, Eduardo Raul and Campello, Ricardo J. G. B. and Freitas, Alex A. and de Carvalho, Andre C.P.L.F. (2009) A survey of evolutionary algorithms for clustering. IEEE Transactions on Systems, Man and Cybernetics, Part C: Applications and Reviews, 39 (2). pp. 133-155. ISSN 1094-6977. (doi:https://doi.org/10.1109/TSMCC.2008.2007252) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Holden, Nicholas and Freitas, Alex A. (2009) Hierarchical classification of protein function with ensembles of rules and particle swarm optimisation. Soft Computing, 13 (3). pp. 259-272. ISSN 1432-7643. (doi:https://doi.org/10.1007/s00500-008-0321-0) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Basgalupp, Marcio P. and de Carvalho, Andre C.P.L.F. and Barros, Rodrigo C. and Ruiz, Duncan D. and Freitas, Alex A. (2009) Lexicographic multi-objective evolutionary induction of decision trees. International Journal of Bio-Inspired Computation, 1 (1/2). pp. 105-117. ISSN 1758-0366. (doi:https://doi.org/10.1504/IJBIC.2009.022779) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Davies, Matthew N. and Secker, Andrew D. and Freitas, Alex A. and Timmis, Jon and Clark, Edward and Flower, Darren R. (2008) Alignment-independent techniques for protein classification. Current Proteomics, 5 (4). pp. 217-223. ISSN 1570-1646. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Ghosh, Siddhartha and Froebrich, Dirk and Freitas, Alex A. (2008) Robust autonomous detection of the defective pixels in detectors using a probabilistic technique. Applied Optics, 47 (36). pp. 6904-6924. ISSN 0003-6935. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Iqbal, Musaddar and Freitas, Alex A. and Johnson, Colin G. and Vergassola, Massimo (2008) Message-passing algorithms for the prediction of protein domain interactions from protein?protein interaction data. Bioinformatics, 24 (18). pp. 2064-2070. ISSN 1460-2059. (doi:https://doi.org/10.1093/bioinformatics/btn366) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Davies, Matthew N. and Secker, Andrew D. and Freitas, Alex A. and Clark, Edward and Timmis, Jon and Flower, Darren R. (2008) Optimizing amino acid groupings for GPCR classification. Bioinformatics, 24 (18). pp. 1980-1986. ISSN 1367-4803. (doi:https://doi.org/10.1093/bioinformatics/btn382) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Davies, Matthew N. and Secker, Andrew D. and Halling-Brown, Mark and Moss, David S. and Freitas, Alex A. and Timmis, Jon and Clark, Edward and Flower, Darren R. (2008) GPCRTree: online hierarchical classification of GPCR function. BMC Research Notes, 1 (67). 5 pages. ISSN 1756-0500. (doi:https://doi.org/10.1186/1756-0500-1-67) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Correa, Elon S. and Freitas, Alex A. and Johnson, Colin G. (2008) Particle swarm for attribute selection in Bayesian classification: an application to protein function prediction. Journal of Artificial Evolution and Applications, 2008 . 12 pages. ISSN ISSN: 1687-6229. (doi:https://doi.org/10.1155/2008/876746) (Full text available)
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Poli, Riccardo and Kennedy, Jim and Blackwell, Tim and Freitas, Alex A. (2008) Special Issue Editorial: Particle Swarms: the Second Decade. Journal of Artificial Evolution and Applications, 2008 . 3 pages. ISSN ISSN: 1687-6229. (doi:https://doi.org/10.1155/2008/108972) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Holden, Nicholas and Freitas, Alex A. (2008) A hybrid PSO/ACO algorithm for discovering classification rules in data mining. Journal of Artificial Evolution and Applications, 2008 . 11 pages. ISSN ISSN: 1687-6229. (doi:https://doi.org/10.1155/2008/316145) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Secker, Andrew D. and Freitas, Alex A. and Timmis, Jon (2008) AISIID: An artificial immune system for interesting information discovery on the web. Applied Soft Computing, 8 (2). pp. 885-905. ISSN 1568-4946. (doi:https://doi.org/10.1016/j.asoc.2007.07.007) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Davies, Matthew N. and Secker, Andrew D. and Freitas, Alex A. and Mendao, Miguel and Timmis, Jon and Flower, Darren R. (2007) On the hierarchical classification of G Protein-Coupled Receptors. Bioinformatics, 23 (23). pp. 3113-3118. ISSN 1367-4803. (doi:https://doi.org/10.1093/bioinformatics/btm506) (Full text available)
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Secker, Andrew D. and Davies, Matthew N. and Freitas, Alex A. and Timmis, Jon and Mendao, Miguel and Flower, Darren R. (2007) An experimental comparison of classification algorithms for hierarchical prediction of protein function. Expert Update (Magazine of the British Computer Society's Specialist Group on AI), 9 (3). pp. 17-22. ISSN 1465-4091. (Full text available)
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Davies, Matthew N. and Gloriam, David E. and Secker, Andrew D. and Freitas, Alex A. and Mendao, Miguel and Timmis, Jon and Flower, Darren R. (2007) Proteomic applications of automated GPCR classification. Proteomics, 7 (16). pp. 2800-2814. ISSN 1615-9853. (doi:https://doi.org/10.1002/pmic.200700093) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. and Timmis, Jon (2007) Revisiting the Foundations of Artificial Immune Systems for Data Mining. IEEE Transactions on Evolutionary Computation, 11 (4). pp. 521-540. ISSN 1089-778X. (doi:https://doi.org/10.1109/TEVC.2006.884042) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. (2006) Are we really discovering ''interesting'' knowledge from data? Expert Update (the BCS-SGAI Magazine), 9 (1). pp. 41-47. ISSN 1465-4091. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Carvalho, Deborah R. and Freitas, Alex A. (2005) Evaluating six candidate solutions for the small-disjunct problem and choosing the best solution via meta-learning. Artificial Intelligence Review, 24 (1). pp. 61-98. ISSN 0269-2821. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Pappa, Gisele L. and Baines, Anthony J. and Freitas, Alex A. (2005) Predicting Post-Synaptic Activity in Proteins with Data Mining. Bioinformatics, 21 (Suppl.). ii19-ii25. ISSN 1367-4803. (doi:https://doi.org/10.1093/bioinformatics/bti1102) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. (2004) A critical review of multi-objective optimization in data mining: a position paper. SIGKDD Explorations, 6 (2). pp. 77-86. ISSN 1931-0145. (doi:https://doi.org/10.1145/1046456.1046467) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Carvalho, Deborah R. and Freitas, Alex A. (2004) A hybrid decision tree/genetic algorithm method for data mining. Information Sciences, 163 (1-3). pp. 13-35. ISSN 0020-0255. (doi:https://doi.org/10.1016/j.ins.2003.03.013) (Full text available)
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Romao, Wesley and Freitas, Alex A. and Gimenes, Itana M. de S. (2004) Discovering interesting knowledge from a science & technology database with a genetic algorithm. Applied Soft Computing, 4 (2). pp. 121-137. ISSN 1568-4946. (doi:https://doi.org/10.1016/j.asoc.2003.10.002) (Full text available)
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Correa, Elon S. and Steiner, Maria Teresinha A. and Freitas, Alex A. and Carnieri, Celso (2004) A genetic algorithm for solving a capacitated p-median problem. Numerical Algorithms, 35 (2-4). pp. 373-388. ISSN 1017-1398. (doi:https://doi.org/10.1023/B:NUMA.0000021767.42899.31) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Bojarczuk, Celia C. and Lopes, Heitor S. and Freitas, Alex A. and Michalkiewicz, Edson L. (2004) A constrained-syntax genetic programming system for discovering classification rules: application to medical data sets. Artificial Intelligence in Medicine, 30 (1). pp. 27-48. ISSN 0933-3657. (doi:https://doi.org/10.1016/j.artmed.2003.06.001) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Ghosh, Ashish and Freitas, Alex A. (2003) Guest Editorial: Data Mining and Knowledge Discovery with Evolutionary Algorithms. IEEE Transactions on Evolutionary Computation, 7 (6). pp. 517-518. ISSN 1089-778X. (doi:https://doi.org/10.1109/TEVC.2003.819653) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Carvalho, Deborah R. and Freitas, Alex A. (2002) A genetic algorithm for discovering small disjunct rules in data mining. Applied Soft Computing, 2 (2). pp. 75-88. ISSN 1568-4946. (doi:https://doi.org/10.1016/S1568-4946(02)00031-5) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Parpinelli, Rafael S. and Lopes, Heitor S. and Freitas, Alex A. (2002) Data Mining with an Ant Colony Optimization Algorithm. IEEE Transactions on Evolutionary Computation, 6 (4). pp. 321-332. ISSN 1089-778X. (doi:https://doi.org/10.1109/TEVC.2002.802452) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. (2001) Understanding the crucial role of attribute interaction in data mining. Artificial Intelligence Review, 16 (3). pp. 177-199. ISSN 0269-2821. (doi:https://doi.org/10.1023/A:1011996210207) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Romao, Wesley and Freitas, Alex A. and Pacheco, R.C.S. (2000) Uma revisao de abordagens geneticodifusas para descoberta de conhecimento em banco de dados. Acta Scientiarum, 22 (5). pp. 1347-1359. ISSN 1415-6814. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Bojarczuk, Celia C. and Lopes, Heitor S. and Freitas, Alex A. (2000) Genetic programming for knowledge discovery in chest pain diagnosis. IEEE Engineering in Medicine and Biology Magazine, 19 (4). pp. 38-44. ISSN 0739-5175. (Full text available)
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Freitas, Alex A. (2000) Data Mining with Evolutionary Algorithms: Research Directions. AI Magazine, 21 (1). ISSN 0738-4602. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. (2000) Understanding the crucial differences between classification and discovery of association rules - a position paper. ACM SIGKDD Explorations Newsletter, 2 (1). pp. 65-69. (doi:https://doi.org/10.1145/360402.360423) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. (1999) On Rule Interestingness Measures. Knowledge-Based Systems, 12 (5-6). pp. 309-315. ISSN 0950-7051. (doi:https://doi.org/10.1016/S0950-7051(99)00019-2) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Lavington, Simon H. and Dewhurst, N. and Wilkins, E. and Freitas, Alex A. (1999) Interfacing knowledge discovery algorithms to large database management systems. Information and Software Technology, 41 (9). pp. 605-617. ISSN 0950-5849. (doi:https://doi.org/10.1016/S0950-5849(99)00024-5) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Book section

de Sá, Alex G. C. and Freitas, Alex A. and Pappa, Gisele L. (2018) Automated Selection and Configuration of Multi-Label Classification Algorithms with Grammar-Based Genetic Programming. In: Auger, Anne and Fonseca, Carlos M. and Lourenço, Nuno and Machado, Penousal and Paquete, Luís and Whitley, Darrell, eds. Parallel Problem Solving from Nature – PPSN XV. Lecture Notes in Computer Science . Springer, pp. 308-320. ISBN 978-3-319-99258-7. (doi:https://doi.org/10.1007/978-3-319-99259-4_25) (Access to this publication is currently restricted. You may be able to access a copy if URLs are provided)
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Salama, Khalid M. and Freitas, Alex A. (2013) ACO-based Bayesian network ensembles for the hierarchical classification of ageing-related proteins. In: Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics 11th European Conference. Lecture Notes in Computer Science . Springer, Berlin, Germany, pp. 80-91. ISBN 978-3-642-37188-2. E-ISBN 978-3-642-37189-9. (doi:https://doi.org/10.1007/978-3-642-37189-9_8) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Basgalupp, Marcio P. and Barros, Rodrigo C. and de Carvalho, Andre C.P.L.F. and Freitas, Alex A. (2012) A beam search based decision tree induction algorithm. In: Kulkarni, Sachin, ed. UNSPECIFIED IGI Global, pp. 357-370. ISBN 978-1-4666-1835-0. (doi:https://doi.org/10.4018/978-1-4666-1833-6.ch020) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Pappa, Gisele L. and Freitas, Alex A. (2010) Creating rule ensembles from automatically-evolved rule induction algorithms. In: Advances in Machine Learning I: Dedicated to the memory of Prof. Ryszard S. Michalski. Springer, pp. 182-196. ISBN 978-3-642-05176-0. (doi:https://doi.org/10.1007/978-3-642-05177-7) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

de Carvalho, Andre C.P.L.F. and Freitas, Alex A. (2009) A tutorial on multi-label classification techniques. In: Abraham, Ajith and Hassanien, Aboul-Ella and Snasel, Vaclav, eds. Foundations of Computational Intelligence. Studies in Computational Intelligence 205, Vol. 5 . Springer, pp. 177-195. ISBN 978-3-642-01535-9. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Iqbal, Musaddar and Freitas, Alex A. and Johnson, Colin G. (2009) A hybrid rule-induction/likelihood-ratio based approach for predicting protein-protein interactions. In: Mumford, Christine L. and Jain, Lakhmi C., eds. Computational Intelligence: Collaboration, Fusion and Emergence. Intelligent Systems Reference Library . Springer, pp. 623-637. ISBN 978-3-642-01798-8. (doi:https://doi.org/10.1007/978-3-642-01799-5<sub>1</sub>9) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Otero, Fernando E.B. and Segond, Marc and Freitas, Alex A. and Johnson, Colin G. and Robilliard, Denis and Fonlupt, Cyril (2009) An empirical evaluation of the effectiveness of different types of predictor attributes in protein function prediction. In: Abraham, Ajith and Hassanien, Aboul-Ella and Snasel, Vaclav, eds. Studies in Computational Intelligence. Studies in Computational Intelligence 205, Founda . Springer, Berlin, pp. 339-357. ISBN 3-642-01535-2. (doi:https://doi.org/10.1007/978-3-642-01536-6_13) (Full text available)
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Bevilacqua, Vitoantonio and Menolascina, Filippo and Alves, Roberto T. and Tommasi, Stefania and Mastronardi, Giuseppe and Delgado, Myriam and Paradiso, Angelo and Nicosia, Giuseppe and Freitas, Alex A. (2008) Artificial Immune Systems in Bioinformatics. In: Smolinski, Tomasz and Milanova, Mariofanna G. and Hassanien, Aboul-Ella, eds. Computational Intelligence in Biomedicine and Bioinformatics: current trends and applications. Springer, Berlin, pp. 271-296. ISBN 978-3-540-70776-9. (doi:https://doi.org/10.1007/978-3-540-70778-3_113) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Secker, Andrew D. and Davies, Matthew N. and Freitas, Alex A. and Timmis, Jon and Clark, Edward and Flower, Darren R. (2008) An artificial immune system for evolving amino acid clusters tailored to protein function prediction. In: Bentley, Peter J. and Lee, Doheon and Jung, Sungwon, eds. Artificial Immune Systems. Lecture Notes in Computer Science / Lecture Notes in Artificial Intelligence . Springer, pp. 242-253. ISBN 978-3-540-85071-7. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Pappa, Gisele L. and Freitas, Alex A. (2007) Discovering new rule induction algorithms with grammar-based genetic programming. In: Maimon, Oded and Rokach, Lior, eds. Soft Computing for Knowledge Discovery and Data Mining. Springer, New York, pp. 133-152. ISBN 978-0-387-69934-9. (doi:https://doi.org/10.1007/978-0-387-69935-6_6) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. (2007) A review of evolutionary algorithms for data mining. In: Maimon, Oded and Rokach, Lior, eds. Soft Computing for Knowledge Discovery and Data Mining. Springer, pp. 61-93. ISBN 0-387-69934-1. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. and McGarry, Ken and Correa, Elon S. (2007) Integrating Bayesian networks and Simpson's paradox in data mining. In: Russo, Frederica and Williamson, Jon, eds. Causality and Probability in the Sciences. Texts in Philosophy (Volume). College Publications, United Kingdom, pp. 43-62. ISBN 1-904987-35-4. (Full text available)
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Freitas, Alex A. and de Carvalho, Andre C.P.L.F. (2007) A Tutorial on Hierarchical Classification with Applications in Bioinformatics. In: Taniar, David, ed. Research and Trends in Data Mining Technologies and Applications. Advances in Data Warehousing and Mining . IGI Publishing, USA, pp. 175-208. ISBN 1-59904-272-X. (Full text available)
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Pappa, Gisele L. and Freitas, Alex A. (2006) Automatically Evolving Rule Induction Algorithms. In: Fuernkranz, Johannes and Scheffer, Tobias and Spiliopoulou, Myra, eds. Machine Learning: ECML 2006. Lecture Notes in Computer Science, 4212 . Springer Berlin / Heidelberg, Berlin, pp. 341-352. ISBN 978-3-540-45375-8. (doi:https://doi.org/10.1007/11871842_34) (Full text available)
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Noda, Edgar and Freitas, Alex A. (2006) Discovering knowledge nuggets with a genetic algorithm. In: Triantaphyllou, Evangelos and Felici, Giovanni, eds. Data Mining and Knowledge Discovery Approaches Based on Rule Induction Techniques. Massive Computing . Springer, New York, New York (USA), pp. 395-432. ISBN 978-0-387-34294-8. (doi:https://doi.org/10.1007/0-387-34296-6_12) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Chu, Dominique and Rowe, J. (2005) A Fitness-Landscape for the Evolution of Uptake Signal Sequences on Bacterial DNA. In: Capcarrere, Mathieu S. and Freitas, Alex A. and Bentley, Peter J. and Johnson, Colin G. and Timmis, Jon, eds. Advances in Artificial Life. Springer, Berlin, pp. 845-853. ISBN 978-3-540-28848-0. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Parpinelli, Rafael S. and Lopes, Heitor S. and Freitas, Alex A. (2005) Classification-Rule Discovery with an Ant Colony Algorithm. In: Khosrow-Pour, Mehdi, ed. Encyclopedia of Information Science and Technology. Idea Group, Hershey, pp. 420-424. ISBN 1-59140-553-X. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. (2005) Evolutionary Algorithms for Data Mining. In: Maimon, Oded and Rokach, Lior, eds. Data Mining and Knowledge Discovery Handbook. Springer, pp. 435-467. ISBN 0-387-24435-2. (doi:https://doi.org/10.1007/b107408) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Secker, Andrew D. and Freitas, Alex A. and Timmis, Jon (2005) Towards a danger theory inspired artificial immune system for web mining. In: Scime, A., ed. Web Mining: applications and techniques. Idea Group, pp. 145-168. ISBN 1-59140-415-0. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Pappa, Gisele L. and Freitas, Alex A. and Kaestner, Celso A.A. (2004) Multi-Objective Algorithms for Attribute Selection in Data Mining. In: Coello, C.A. Coello and Lamont, Gary, eds. Applications of Multi-Objective Evolutionary Algorithms. World Scientific, pp. 603-626. ISBN 981-256-106-4. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. (2003) A survey of evolutionary algorithms for data mining and knowledge discovery. In: Ghosh, Ashish and Tsutsui, Shigeyoshi, eds. Advances in Evolutionary Computation. Natural Computing Series . Springer-Verlag, Berli, pp. 819-845. ISBN 978-3-540-43330-9. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Parpinelli, Rafael S. and Lopes, Heitor S. and Freitas, Alex A. (2002) An Ant Colony Algorithm for Classification Rule Discovery. In: Abbass, Hussein Aly and Sarker, Ruhul Amin and Newton, Charles S., eds. Data Mining: a Heurstic Approach. Idea Group Publishing, London, pp. 191-208. ISBN 1-930708-25-4. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. (2002) A Review of Evolutionary Algorithms for E-Commerce. In: Segovia, J. and Szczepaniak, PS and Niedzwiedzinski, M., eds. E-Commerce and Intelligent Methods. Studies in Fuzziness and Soft Computing. Studies in Fuzziness and Soft Computing, 105 (105). Springer-Verlag, Heidelberg, Berlin, pp. 159-179. ISBN 3-7908-1499-7. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. (2002) Evolutionary Computation. In: Klosgen, Willi and Zytkow, Jan, eds. Handbook of Data Mining and Knowledge Discovery. Oxford University Press, New York. ISBN 978-0-19-511831-5. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Conference or workshop item

Miranda, Enrico S. and Fabris, Fabio and Nascimento, Chrystian G. M. and Freitas, Alex A. and Oliveira, Alexandre C. M. (2018) Meta-Learning for Recommending Metaheuristics for the MaxSAT Problem. In: IEEE Conference on Intelligent Systems. 2018 7th Brazilian Conference on Intelligent Systems (BRACIS). IEEE, USA pp. 169-174. ISBN 978-1-5386-8023-0. (doi:https://doi.org/10.1109/BRACIS.2018.00037) (Access to this publication is currently restricted. You may be able to access a copy if URLs are provided)
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Xavier-Junior, Joao C. and Freitas, Alex A. and Feitosa-Neto, Antonino and Ludermir, Teresa B. (2018) A Novel Evolutionary Algorithm for Automated Machine Learning Focusing on Classifier Ensembles. In: IEEE Conference on Intelligent Systems. IEEE Conference on Intelligent Systems. IEEE, USA pp. 462-467. ISBN 978-1-5386-8023-0. (doi:https://doi.org/10.1109/BRACIS.2018.00086) (Access to this publication is currently restricted. You may be able to access a copy if URLs are provided)
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Freitas, Alex A. and Pinto Junior, Jony A. and Plastino, Alexandre and Neumann, Nadine M. (2018) Is P-value<0.05 Enough? Two Case Studies in Classifiers Evaluation. In: Annals of the National Meeting of Artificial and Computational Intelligence (ENIAC). pp. 94-103. (doi:https://doi.org/10.5753/eniac.2018.4407) (Full text available)
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da Silva, P.N. and Plastino, Alexandre and Freitas, Alex A. (2018) A Novel Genetic Algorithm for Feature Selection in Hierarchical Feature Spaces. In: Proceedings of the SIAM International Conference on Data Mining (SDM18). pp. 738-746. E-ISBN 978-1-61197-532-1. (doi:https://doi.org/10.1137/1.9781611975321.83) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Pomsuwan, Tossapol and Freitas, Alex A. (2017) Feature Selection for the Classification of Longitudinal Human Ageing Data. In: 2017 IEEE International Conference on Data Mining Workshops. IEEE, USA pp. 739-746. ISBN 978-1-5386-1480-8. E-ISBN 978-1-5386-3800-2. (doi:https://doi.org/10.1109/ICDMW.2017.102) (Full text available)
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Martire, I. and da Silva, P.N. and Plastino, Alexandre and Fabris, Fabio and Freitas, Alex A. (2017) A novel probabilistic Jaccard distance measure for classification of sparse and uncertain data. In: Proceedings of the 5th Symposium on Knowledge Discovery, Mining and Learning (KDMiLe). pp. 81-88. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

de Sa, A.G.C. and Pappa, Gisele L. and Freitas, Alex A. (2017) Towards a method for automatically selecting and configuring multi-label classification algorithms. In: Towards a Method for Automatically Selecting and Configuring Multi-Label Classification Algorithms. GECCO'17 Companion - Proceedings of the 2017 Genetic and Evolutionary Computation Conference Companion. ACM Press pp. 1125-1132. ISBN 978-1-4503-4939-0. (doi:https://doi.org/10.1145/3067695.3082053) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Cramer, Sam and Kampouridis, Michael and Freitas, Alex A. and Alexandridis, Antonis (2017) Pricing Rainfall Based Futures Using Genetic Programming. In: Lecture Notes in Computer Science. Applications of Evolutionary Computation. Springer pp. 17-33. ISBN 978-3-319-55848-6. (doi:10.1007%2F978-3-319-55849-3_2) (Full text available)
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Cramer, Sam and Kampouridis, Michael and Freitas, Alex A. and Alexandridis, Antonis (2016) Predicting Rainfall in the Context of Rainfall Derivatives Using Genetic Programming. In: 2015 IEEE Symposium Series on Computational Intelligence. IEEE pp. 711-718. ISBN 978-1-4799-7560-0. (doi:https://doi.org/10.1109/SSCI.2015.108) (Full text available)
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Cramer, Sam and Kampouridis, Michael and Freitas, Alex A. (2016) Feature Engineering for Improving Financial Derivatives-based Rainfall Prediction. In: IEEE World Congress on Evolutionary Computation, 24-29 Jul 2016, Vancouver, Canada. (Full text available)
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Cramer, Sam and Kampouridis, Michael and Freitas, Alex A. (2016) A Genetic Decomposition Algorithm for Predicting Rainfall within Financial Weather Derivatives. In: Genetic and Evolutionary Computation Conference (GECCO 2016), 20-24 July 2016, Denver, United States. (Full text available)
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Fabris, Fabio and Freitas, Alex A. (2015) A novel extended hierarchical dependence network based on non-hierarchical predictive classes and applications to ageing-related data. In: Proceedings of the 2015 IEEE 27th International Conference on Tools with Artificial Intelligence. CPS / IEEE pp. 711-718. ISBN 978-1-4799-7560-0. (doi:https://doi.org/10.1109/ICTAI.2015.53) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Jungjit, Suwimol and Freitas, Alex A. (2015) A new genetic algorithm for multi-label correlation-based feature selection. In: Proceedings of the 23rd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN-2015). pp. 285-290. ISBN 978-2-87587-014-8. (Full text available)
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Goncalves, E.C. and Plastino, Alexandre and Freitas, Alex A. (2015) Simpler is better: a novel genetic algorithm to induce compact multi-label chain classifiers. In: Proceedings of the 2015 Conference on Genetic and Evolutionary Computation Conference (GECCO-2015). ACM Press pp. 559-566. ISBN 978-1-4503-3472-3. (Full text available)
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Wan, Cen and Freitas, Alex A. (2015) Two methods for constructing a gene ontology-based feature network for a Bayesian network classifier and applications to datasets of aging-related genes. In: Proceedings of the 6th ACM Conference on Bioinformatics, Computational Biology and Health Informatics (ACM-BCB 2015). Proceedings of the 6th ACM Conference on Bioinformatics, Computational Biology and Health Informatics (ACM-BCB 2015). ACM pp. 27-36. ISBN 978-1-4503-3853-0. (Full text available)
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Jungjit, Suwimol and Freitas, Alex A. (2015) A lexicographic multi-objective genetic algorithm for multi-label correlation-based feature selection. In: GECCO-15’ Companion. ACM Press pp. 989-996. ISBN 978-1-4503-3488-4. (Access to this publication is currently restricted. You may be able to access a copy if URLs are provided)
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Fabris, Fabio and Freitas, Alex A. (2014) Dependency network methods for hierarchical multi-label classification of gene functions. In: Proceedings of the 2014 IEEE Symposium on Computational Intelligence and Data Mining (CIDM). IEEE Service Center pp. 241-248. ISBN 978-1-4799-4519-1. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Jungjit, Suwimol and Freitas, Alex A. and Michaelis, Martin and Cinatl, J. (2014) Extending multi-label feature selection with KEGG pathway information for microarray data analysis. In: Proceedings of the 2014 IEEE International Conference on Computational Intelligence in Bioinformatics and Computational Biology. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. (2014) Distinct chains for different instances: an effective strategy for multi-label classifier chains. In: Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD 2014), Part II – Lecture Notes in Computer Science 8725. Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD 2014), Part II – Lecture Notes in Computer Science 8725. Springer pp. 453-468. ISBN 978-3-662-44850-2. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. (2014) An Efficient Algorithm for Hierarchical Classification of Protein and Gene Functions. In: Proceedings of the Twenty-Fifth International Workshop on Database and Expert System Applications (DEXA 2014). Proceedings of the Twenty-Fifth International Workshop on Database and Expert System Applications (DEXA 2014). IEEE CPS pp. 64-68. ISBN 978-1-4799-5722-4. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. (2013) Prediction of the Pro-longevity or Anti-Longevity Effect of Caenorhabditis Elegans Genes Based on Bayesian Classification Methods. In: Proceedings of the 2013 IEEE International Conference on Bioinformatics and Medicine. IEEE Computer Society pp. 373-380. ISBN 978-1-4799-1309-1. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Goncalves, E.C. and Plastino, Alexandre and Freitas, Alex A. (2013) A Genetic Algorithm for Optimizing the Label Ordering in Multi-Label Classifier Chains. In: Proceedings of the 2013 25th IEEE International Conference on Tools with Artificial Intelligence (ICTAI). IEEE Computer Society Conference Publishing Services (CPS) pp. 469-476. ISBN 978-1-4799-2971-9. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Jungjit, Suwimol and Freitas, Alex A. and Michaelis, Martin and Cinatl, Jindrich (2013) Two extensions to multi-lable correlation-based feature selection: a case study in bioinformatics. In: Proceedings of the 2013 IEEE International Conference on Systems, Man and Cybernetics (SMC-2013). IEEE Press pp. 1519-1524. ISBN 2013 IEEE International Conference on Systems, Man and Cybernetics (SMC-2013). (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Merschmann, Luiz Henrique de Campos and Freitas, Alex A. (2013) An Extended Local Hierarchical Classifier for Prediction of Protein and Gene Functions. In: Bellatreche, Ladjel and Mohania, Mukesh K., eds. Data Warehousing and Knowledge Discovery. Springer, Berlin pp. 159-171. ISBN 978-3-642-40130-5. (doi:https://doi.org/10.1007/978-3-642-40131-2_14) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Salama, Khalid M. and Freitas, Alex A. (2013) Extending the ABC-Miner Bayesian classification algorithm. In: Natural Inspired Cooperative Strategies for Optimization (NICSO 2013). Springer, Berlin pp. 1-12. ISBN 978-3-319-01691-7. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Barros, Rodrigo C. and Cerri, Ricardo and Freitas, Alex A. and de Carvalho, Andre C.P.L.F. (2013) Probabilistic clustering for hierarchical multi-label classification of protein functions. In: Lecture Notes in Artificial Intelligence 8189. Springer, Berlin pp. 385-400. ISBN 978-3-642-40990-5. (doi:https://doi.org/10.1007/978-3-642-40991-2_25) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Otero, Fernando E.B. and Freitas, Alex A. (2013) Improving the interpretability of classification rules discovered by an ant colony algorithm. In: Improving the interpretability of classification rules discovered by an ant colony algorithm. ACM Press., New York, NY, USA. pp. 73-80. ISBN 978-1-4503-1963-8. (Full text available)
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Salama, Khalid M. and Freitas, Alex A. (2013) Clustering-based Bayesian Multi-net Classifier Construction with Ant Colony Optimization. In: Proceedings of the 2013 IEEE Congress on Evolutionary Computation (CEC-2013). IEEE Press pp. 3079-3086. ISBN 978147990452. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Salama, Khalid M. and Freitas, Alex A. (2013) Investigating the Impact of Various Classification Quality Measures in the Predictive Accuracy of ABC-Miner. In: Proceedings of the 2013 IEEE Congress on Evolutionary Computation (CEC-2013). IEEE Press pp. 2321-2328. ISBN 978147990452. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Cerri, Ricardo and Barros, Rodrigo C. and de Carvalho, Andre C.P.L.F. and Freitas, Alex A. (2013) A grammatical evolution algorithm for the generation of hierarchical multi-label classification rules. In: Proceedings of the 2013 IEEE Congress on Evolutionary Computation (CEC-2013). IEEE Press pp. 454-461. ISBN 978147990452. (doi:https://doi.org/10.1109/CEC.2013.6557604) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Salama, Khalid M. and Freitas, Alex A. (2012) ABC-Miner: an ant-based Bayesian classification algorithm. In: Swarm Intelligence: Proceedings of 8th International Conference, ANTS 2012. Lecture Notes in Computer Science, 7461. Springer-Verlag Berlin, Berlin pp. 13-24. ISBN 978-3-642-32649-3. (doi:https://doi.org/10.1007/978-3-642-32650-9_2) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Medland, Matthew and Otero, Fernando E.B. and Freitas, Alex A. (2012) Improving the cAnt-MinerPB Classification Algorithm. In: Dorigo, Marco and Birattari, Mauro and Blum, Christian and Christensen, Anders Lyhne and Engelbrecht, Andries P. and Groß, Roderich and Stützle, Thomas, eds. Swarm Intelligence. Lecture Notes in Computer Science, 7461. Springer Berlin Heidelberg pp. 73-84. ISBN 978-3-642-32649-3. (doi:https://doi.org/10.1007/978-3-642-32650-9) (Full text available)
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Barros, Rodrigo C. and Basgalupp, Marcio P. and de Carvalho, Andre C.P.L.F. and Freitas, Alex A. (2012) A hyper-heuristic evolutionary algorithm for automatically designing decision-tree algorithms. In: Moore, Jason H. and Soule, Terence and Banzhaf, Wolfgang and Llora, Xavier and Auger, Anne and Ritchie, Marylyn and Ochoa, Gabriela and Rand, Bill and Bongard, Josh and Loiacono, Daniele and Mehnen, Joern and Davis, David, eds. Proceedings of 2012 Genetic and Evolutionary Computation Conference (GECCO). ACM Press pp. 1237-1244. ISBN 978-1-4503-1177-9. (doi:https://doi.org/10.1145/2330163.2330335) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Jungjit, Suwimol and Freitas, Alex A. and Michaelis, M. and Cinatl, J. (2012) A multi-label correlation-based feature selection method for the classification of neuroblastoma microarray data. In: Bichindaritz, I. and Perner, P. and Rub, G. and Schmidt, R., eds. Advances in Data Mining: 12th Industrial Conference (ICDM 2012) Workshop Proceedings Â? Workshop on Data Mining in Life Sciences (DMLS 2012). IBAI Publishing pp. 149-157. ISBN 978-3-942952-16-3. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Meiguins, Aruanda S. G. and Limao, R.C. and Meiguins, Bianchi S. and Junior, S.F.S. and Freitas, Alex A. (2012) AutoClustering: an estimation of distribution algorithm for the automatic generation of clustering algorithms. In: Proceedings of WCCI 2012 Â? IEEE World Congress on Computational Intelligence (Congress on Evolutionary Computation). IEEE Press pp. 2560-2566. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Moraglio, Alberto and Otero, Fernando E.B. and Johnson, Colin G. and Thompson, Simon and Freitas, Alex A. (2012) Evolving Recursive Programs using Non-recursive Scaffolding. In: Proceedings of the 2012 IEEE World Congress on Computational Intelligence. pp. 1596-1603. (Full text available)
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Barros, Rodrigo C. and de Carvalho, Andre C.P.L.F. and Basgalupp, Marcio P. and Freitas, Alex A. (2011) Towards the automatic design of decision tree induction algorithms. In: Proceedings of the GECCO-2011 First Workshop on Evolutionary Algorithms for Evolving Generic Algorithms. ACM Press pp. 182-196. ISBN 978-1-4503-0690-4. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Xavier Junior, Joao C. and Canuto, Anne and Freitas, Alex A. and Goncalves, Luis Marcos G. and Silla Jr, Carlos N. (2011) A hierarchical approach to represent relational data applied to clustering tasks. In: Proceedings of the 2011 International Joint Conference on Neural Networks. IEEE Press pp. 182-196. ISBN 978-1-4244-9636-5. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Keysermann, M.U. and Freitas, Alex A. and Vargas, P.A. (2011) Implementing a data mining approach to episodic memory modelling for artificial companions. In: Kazakov, Dimitar and Tsoulas, George, eds. Proceedings of AISBÂ?11: Human Memory for Artificial Agents. Society for the Study of Artificial Intelligence and the Simulation of Behaviour pp. 182-196. ISBN 978-1-908187-04-8. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Otero, Fernando E.B. and Johnson, Colin G. and Freitas, Alex A. and Thompson, Simon (2010) Refactoring in Automatically Generated Programs. In: 2nd International Symposium on Search Based Software Engineering, 7-9th September 2010, Benevento, Italy. (Full text available)
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Alves, Roberto T. and Delgado, Myriam and Freitas, Alex A. (2010) Knowledge discovery with artificial immune systems for hierarchical multi-label classification of protein functions. In: Sobrevilla, P. and Aranda, J. and Xambo, S., eds. Proceedings of the 2010 World Congress on Computational Intelligence (WCII/FUZZ-IEEE 2010). pp. 182-196. ISBN 1424469208. (doi:https://doi.org/10.1109/FUZZY.2010.5584298) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Xavier Junior, Joao C. and Freitas, Alex A. and Canuto, Anne and Goncalves, Luis Marcos G. (2010) Web log data clustering for a multi-agent recommendation system. In: Machine Learning and Cybernetics (ICMLC): 2010 International Conference on. pp. 182-196. ISBN 978-1-4244-6526-2. (doi:https://doi.org/10.1109/ICMLC.2010.5581017) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Barros, Rodrigo C. and Basgalupp, Marcio P. and Ruiz, Duncan D. and de Carvalho, Andre C.P.L.F. and Freitas, Alex A. (2010) Evolutionary model tree induction. In: Shin, D., ed. Applied Computing 2010: Proc. 25th Annual ACM Symposium on Applied Computing (SAC-2010). ACM Press pp. 182-196. ISBN 978-1-60558-638-0. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Tsunoda, Denise F. and Freitas, Alex A. and Lopes, Heitor S. (2009) A Genetic Programming-Based Tool for Protein Classification. In: Abraham, Ajith and Benitez, J.M. and Herrera, F. and Loia, V. and Marcelloni, F. and Senatore, S., eds. Proc. 9th Int. Conf. on Intelligent System Design and Applications (ISDAÂ?09). pp. 182-196. ISBN 978-0-7695-3872-3. (doi:https://doi.org/10.1109/ISDA.2009.14) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Silla Jr, Carlos N. and Freitas, Alex A. (2009) A global-model naive Bayes approach to the hierarchical prediction of protein functions. In: Wang, Wei and Kargupta, Hillol and Ranka, Sanjay and Yu, Philip S. and Wu, Xindong, eds. Proc. Ninth IEEE Int. Conf. on Data Mining (ICDM-2009). IEEE Press pp. 182-196. ISBN 978-0-7695-3895-2. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Silla Jr, Carlos N. and Freitas, Alex A. (2009) Novel top-down approaches for hierarchical classification and their application to automatic music genre classification. In: Chen, C.L.P. and Roberts, R., eds. Proc. 2009 IEEE Int. Conf. on Systems, Man and Cybernetics (SMC-2009). IEEE Press pp. 182-196. ISBN 978-1-4244-2794-9. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Tsunoda, Denise F. and Lopes, Heitor S. and Freitas, Alex A. (2009) A hybrid evolutionary approach for the protein classification problem. In: Nguyen, Ngoc Thanh and Kowalczyk, Ryszard and Chen, Shyi-Ming, eds. Proc. 1st Int. Conf. on Collective Intelligence ( ICCI 2009). pp. 182-196. ISBN 978-3-642-04440-3. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Otero, Fernando E.B. and Freitas, Alex A. and Johnson, Colin G. (2009) Handling continuous attributes in ant colony classification algorithms. In: Proc. of the 2009 IEEE Symposium on Computational Intelligence in Data Mining (CIDM 2009). IEEE Press pp. 225-231. ISBN 978-1-4244-2765-9. (doi:https://doi.org/10.1109/CIDM.2009.4938653) (Full text available)
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Basgalupp, Marcio P. and Barros, Rodrigo C. and de Carvalho, Andre C.P.L.F. and Freitas, Alex A. and Ruiz, Duncan D. (2009) LEGAL-Tree: a lexicographic multi-objective genetic algorithm for decision tree induction. In: Shin, S.Y. and Ossowski, S. and Martins, P. and Menezes, R. and Virol, M. and Hong, J. and Shin, D. and Palakal, M.J. and Fritzke, U. and Crosby, M. and Haddad, H.M., eds. Proceedings of the 2009 ACM Symposium on Applied Computing. ACM Press pp. 1085-1090. ISBN 978-1-60558-166-8. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Otero, Fernando E.B. and Freitas, Alex A. and Johnson, Colin G. (2009) A hierarchical classification ant colony algorithm for predicting gene ontology terms. In: Pizzuti, C. and Ritchie, M.D. and Giacobini, M., eds. Proc. 7th European Conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics (EvoBio-2009). Springer pp. 68-79. ISBN 978-3-642-01183-2. (doi:https://doi.org/10.1007/978-3-642-01184-9_7) (Full text available)
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Salhi, Said and Plastino, Alexandre and Fonseca, Erick R. and Martins, Simone de L. and Freitas, Alex A. and Luis, Martino and Fuchshuber, Richard (2009) Hybrid data mining metaheuristic for the p median problem. In: SIAM conference, April-May 2009, Sparks, Nevada. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Otero, Fernando E.B. and Freitas, Alex A. and Johnson, Colin G. (2008) cAnt-Miner: an ant colony classification algorithm to cope with continuous attributes. In: Dorigo, Marco, ed. Ant Colony Optimization and Swarm Intelligence (Proc. ANTS 2008), LNCS 5217. Springer pp. 48-59. ISBN 978-3-540-87526-0. (doi:https://doi.org/10.1007/978-3-540-87527-7_5) (Full text available)
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Alves, Roberto T. and Delgado, Myriam and Freitas, Alex A. (2008) Multi-label hierarchical classification of protein functions with artificial immune systems. In: Bazzan, Ana L.C. and Craven, Mark and Martins, Natalia F., eds. Advances in Bioinformatics and Computational Biology (Proc. 2008 Brazilian Symposium in Bioinformatics (BSB-2008)), Lecture Notes in Bioinformatics 5167. Springer-Verlag, Berlin, Germany pp. 1-12. ISBN 978-3-540-85556-9. (doi:https://doi.org/10.1007/978-3-540-85557-6<sub>1</sub>) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Costa, Eduardo P. and Lorena, Ana C. and Carvalho, Andre C. P. L. F. and Freitas, Alex A. (2008) Top-down hierarchical ensembles of classifiers for predicting G-Protein-Coupled-Receptor functions. In: Bazzan, Ana L.C. and Craven, Mark and Martins, Natalia F., eds. Advances in Bioinformatics and Computational Biology (Proc. 2008 Brazilian Symposium in Bioinformatics (BSB-2008)), Lecture Notes in Bioinformatics 5167. Springer pp. 35-46. ISBN 978-3-540-85556-9. (doi:https://doi.org/10.1007/978-3-540-85557-6<sub>4</sub>) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Correa, Elon S. and Freitas, Alex A. and Johnson, Colin G. (2008) A New Discrete Particle Swarm Algorithm Applied to Attribute Selection in a Bioinformatics Data Set. In: GECCO '06: Proceedings of the 8th Annual Conference on Genetic and Evolutionary Computation. ACM, New York, USA pp. 35-42. ISBN 1-59593-186-4. (doi:https://doi.org/10.1145/1143997.1144003) (Full text available)
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Ghosh, Siddhartha and Marshall, Ian W. and Freitas, Alex A. (2008) Autonomously detecting the defective pixels in an imaging sensor array using a robust statistical technique. In: Image Quality and Systems Performance V ? Proc. of SPIE-IS&amp;T Electronic Imaging, SPIE Vol. 6808. SPIE-INT SOC OPTICAL ENGINEERING, WA, USA 12 pages. ISBN 978-0-8194-6980-9. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Holden, Nicholas and Freitas, Alex A. (2008) Improving the performance of hierarchical classification with swarm intelligence. In: Marchiori, Elena and Moore, Jason H., eds. Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics, Proceedings. Lecture Notes in Computer Science, 4973. Springer pp. 48-60. ISBN 978-3-540-78756-3. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Iqbal, Musaddar and Freitas, Alex A. and Johnson, Colin G. (2008) Protein interaction inference using particle swarm optimization algorithm. In: Marchiori, Elena and Moore, Jason H., eds. Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics, Proceedings. Lecture Notes in Computer Science, 4973. Springer pp. 61-70. ISBN 978-3-540-78756-3. (doi:https://doi.org/10.1007/978-3-540-78757-0_6) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Ghosh, Siddhartha and Marshall, Ian W. and Freitas, Alex A. (2007) Robust Autonomous Detection of the Faulty Sensors of a Sensor Array. In: 2nd IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2007, CAMPSAP 2007. IEEE Signal Processing Society pp. 233-236. ISBN 978-1-4244-1713-1. (Full text available)
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Alves, Roberto T. and Delgado, Myriam and Camargo, F. and Benelli, E. and Freitas, Alex A. (2007) Discovering multi-label hierarchical classification rules for protein function prediction. In: Plastino, Alexandre and de Carvalho, Andre C.P.L.F. and Ramos, R. and Junior, W.M., eds. Proc. II Workshop em Algoritmos e Aplicacoes de Mineracao de Dados (Workshop on Algorithms and Applications of Data Mining). Sociedade Brasileira de Computacao pp. 87-90. ISBN 978-85-7669-135-8. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

de Oliveira, César S. and Meiguins, Aruanda S. G. and Meiguins, Bianchi S. and Godinho, Paulo Igor and Freitas, Alex A. (2007) An evolutionary density and grid-based clustering algorithm. In: daSilva, A.S. and Soares, V.G. and Elias, Gledson, eds. Proc. of the XXIII Brazilian Symposium on Databases (SBBD-2007). Sociedade Brasileira de Computacao pp. 175-189. ISBN 978-85-7669-132-7. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Secker, Andrew D. and Freitas, Alex A. (2007) WAIRS: Improving Classification Accuracy by Weighting Attributes in the AIRS Classifier. In: Proceedings of the 2007 IEEE Congress on Evolutionary Computation (CEC 2007). IEEE Congress on Evolutionary Computation. IEEE Press, Singapore pp. 3759-3765. ISBN 978-1-4244-1339-3. (doi:https://doi.org/10.1109/CEC.2007.4424960) (Full text available)
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Costa, Eduardo P. and Lorena, Ana C. and Carvalho, Andre C. P. L. F. and Freitas, Alex A. and Holden, Nicholas (2007) Comparing several approaches for hierarchical classification of proteins with decision trees. In: Sagot, Marie-France and Walter, Maria Emilia M. T., eds. Advances in Bioinformatics and Computational Biology (Proc. of the Second Brazilian Symposium on Bioinformatics, BSB-2007). Lecture Notes in Computer Science v. 4643. Springer, Germany pp. 126-137. ISBN 3-540-73730-8. (Full text available)
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Correa, Elon S. and Freitas, Alex A. and Johnson, Colin G. (2007) Particle swarm and bayesian networks applied to attribute selection for protein functional classification. In: Yu, Tina, ed. Proc. of the GECCO-2007 Workshop on Particle Swarms: The Second Decade. ACM pp. 2651-2658. ISBN 978-1-59593-698-1. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Holden, Nicholas and Freitas, Alex A. (2007) A hybrid PSO/ACO algorithm for classification. In: Yu, Tina, ed. Proc. of the GECCO-2007 Workshop on Particle Swarms: The Second Decade. ACM Press pp. 2745-2750. ISBN 978-1-59593-698-1. (doi:https://doi.org/10.1145/1274000.1274080) (Full text available)
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Costa, Eduardo P. and Lorena, Ana C. and Carvalho, Andre C. P. L. F. and Freitas, Alex A. (2007) A review of performance evaluation measures for hierarchical classifiers. In: Drummond, Colin and Elazmeh, W. and Japkowicz, N. and Macskassy, S.A., eds. Evaluation Methods for Machine Learning II: papers from the AAAI-2007 Workshop, AAAI Technical Report WS-07-05. AAAI Press pp. 1-6. ISBN 978-1-57735-332-4. (Full text available)
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Miles, Nick and Freitas, Alex A. and Serjeant, Stephen (2006) Estimating photometric redshifts using genetic algorithms. In: Ellis, Richard and Allen, Tony and Tuson, Andrew, eds. Applications and innovations in intelligent systems XIV - Proc. of AI-2006. Springer, New York pp. 75-87. ISBN 1-84628-665-4. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Smaldon, James and Freitas, Alex A. (2006) Improving the interpretability of classification rules in sparse bioinformatics datasets. In: Bramer, Max and Coenen, Frans and Tuson, Andrew, eds. Research and Development in Intelligent Systems XXIII - Proc. AI-2006. Research and Development Series (23). Springer-Verlag, New York pp. 377-381. ISBN 1-84628-662-X. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

McGarry, Ken and Morris, Nick and Freitas, Alex A. (2006) The integration of heterogeneous biological data using Bayesian networks. In: Ellis, Richard and Allen, Tony and Tuson, Andrew, eds. Applications and innovations in intelligent systems XIV - Proc. of AI-2006. Applications and Innovations Series, 14. Springer pp. 44-57. ISBN 1-84628-665-4. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Chan, Allen and Freitas, Alex A. (2006) A New Ant Colony Algorithm for Multi-Label Classification with Applications in Bioinformatics. In: Keijzer, Maarten, ed. Proceedings of the 8th annual conference on Genetic and evolutionary computation. ACM Press, New York, New York (USA) pp. 27-34. ISBN 1-59593-186-4. (Full text available)
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Smaldon, James and Freitas, Alex A. (2006) A New Version of the Ant-Miner Algorithm Discovering Unordered Rule Sets. In: Keijzer, Maarten, ed. Proceedings of the 8th annual conference on Genetic and evolutionary computation. ACM Press, New York, New York (USA) pp. 43-50. ISBN 1-59593-186-4. (Full text available)
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Holden, Nicholas and Freitas, Alex A. (2006) Hierarchical classification of G-protein-coupled receptors with a PSO/ACO algorithm. In: Proceedings of the IEEE Swarm Intelligence Symposium (SIS '06). IEEE Press pp. 77-84. (Full text available)
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Chan, Allen and Freitas, Alex A. (2006) A New Classification-Rule Pruning Procedure for an Ant Colony Algorithm. In: Talbi, El-Ghazali and Liardet, Pierre and Collet, Pierre and Lutton, Evelyne and Schoenauer, Marc, eds. Artificial Evolution: Proc. 7th Int. Conf. (EA-2005, Lille, France, Oct. 2005). Lecture Notes In Computer Science, 3871. Springer pp. 25-36. ISBN 3-540-33589-7. (doi:https://doi.org/10.1007/11740698_3) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Iqbal, Musaddar and Freitas, Alex A. and Johnson, Colin G. (2005) Varying the Topology and Probability of Re-Initialization in Particle Swarm Optimization. In: Talbi, El-Ghazali, ed. Evolution Artificielle 2005. (Full text available)
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Carvalho, Deborah R. and Freitas, Alex A. and Ebecken, Nelson (2005) Evaluating the correlation between objective rule interestingness measures and real human interest. In: Knowledge Discovery in Databases: Proc. of PKDD-2005. LNAI 3731. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

UNSPECIFIED (2005) Advances in Artificial LIfe - Proc. 8th European Conf. (ECAL-2005). In: 8th European Conference, ECAL 2005, September 5-9, 2005, Canterbury, UK,. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Polack, Fiona A.C. and Stepney, Susan and Turner, Heather and Welch, Peter H. and Barnes, Frederick R.M. (2005) An Architecture for Modelling Emergence in CA-Like Systems. In: Capcarrere, Mathieu S. and Freitas, Alex A. and Bentley, Peter J. and Johnson, Colin G. and Timmis, Jon, eds. Advances in Artificial Life, 8th European Conference on Artificial Life (ECAL 2005). Lecture Notes in Computer Science, 3630. Springer, Canterbury, UK pp. 427-436. ISBN 3-540-28848-1. (Full text available)
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Holden, Nicholas and Freitas, Alex A. (2005) A hybrid particle swarm/ant colony algorithm for the classification of hierarchical biological data. In: 2005 IEEE Swarm Intelligence Symposium, 8-10 June 2005, Pasadena, United States. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Tsunoda, Denise F. and Lopes, Heitor S. and Freitas, Alex A. (2005) An evolutionary approach for motif discovery and transmembrane protein classification. In: Rothlauf, Franz, ed. Applications of Evolutionary Computing (Proc. of EvoBIO-2005: 3rd European Workshop on Evolutionary Bioinformatics), LNCS 3449. Springer pp. 105-114. ISBN 3-540-25396-3. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Goncalves, A.S. and Freitas, Alex A. and Kato, R. and de Oliveira, R.C.L. (2005) Using genetic algorithms to mine interesting dependence modeling rules. In: Hamza, M.H., ed. Proceedings of 23rd IASTED Int. Multi-Conference on Databases and Applications (DBA-2005). Acta Press pp. 1-6. ISBN 0-88986-462-4. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Silla Jr, Carlos N. and Pappa, Gisele L. and Freitas, Alex A. and Kaestner, Celso A.A. (2004) Automatic Text Summarization with Genetic Algorithm-Based Attribute Selection. In: Lemaitre, Christian and Reyes, Carlos A. and Gonzalez, Jesus A., eds. 9th Ibero-American Conference on Artifical Intelligence. Lecture Notes in Computer Science, 3315. Springer pp. 305-314. ISBN 3-540-23806-9. (doi:https://doi.org/10.1007/b102591) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Alves, Roberto T. and Delgado, Myriam and Lopes, Heitor S. and Freitas, Alex A. (2004) Induction of fuzzy classification rules with an artificial immune system. In: Barros, A. and Araujo, A. and Yehia, H.C. and Teixeira, R., eds. Proc. 8th Brazilian Symp. on Neural Networks. IEEE Comp Soc Press ISBN 85-89029-04-2. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Pappa, Gisele L. and Freitas, Alex A. (2004) Towards a genetic programming algorithm for automatically evolving rule induction algorithms. In: Furnkranz, J., ed. Proc. ECML/PKDD-2004 Workshop on Advances in Inductive Learning. , Pisa, Italy pp. 93-108. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Holden, Nicholas and Freitas, Alex A. (2004) Web page classification with an ant colony algorithm. In: Parallel Problem Solving from Nature - PPSN VIII, LNCS 3242. Springer-Verlag pp. 1092-1102. ISBN 3-540-23092-0. (Full text available)
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Alves, Roberto T. and Delgado, Myriam and Lopes, Heitor S. and Freitas, Alex A. (2004) An artificial immune system for fuzzy-rule induction in data mining. In: Yao, Xin, ed. Parallel Problem Solving from Nature - PPSN VIII, LNCS 3242. Lecture Notes in Computer Science, 3242. Springer-Verlag pp. 1011-1020. ISBN 3-540-23092-0. (doi:https://doi.org/10.1007/b100601) (Full text available)
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Ferreira, Simone N.M. and Freitas, Alex A. and Avila, Braulio C. (2004) Handling inconsistency in distributed data mining with paraconsistent logic. In: Guzelis, C. and Alpaydin, E. and Yakhno, T. and Gurgen, F., eds. Proc. 13th Turkish Symposium on Artificial Intelligence and Neural Networks (TAINN-2004). , Izmir, Turkey pp. 19-28. ISBN 975-441-213-8. (Full text available)
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Secker, Andrew D. and Freitas, Alex A. and Timmis, Jon (2003) AISEC: An Artificial Immune System for E-mail Classification. In: Sarker, Ruhul Amin and Reynolds, R. and Abbass, Hussein Aly and Kay-Chen, T. and McKay, R. and Essam, D. and Gedeon, T., eds. Proceedings of the Congress on Evolutionary Computation. IEEE, Canberra. Australia pp. 131-139. ISBN 0-7803-7804-0. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Carvalho, Deborah R. and Freitas, Alex A. and Ebecken, Nelson (2003) A critical review of rule surprisingness measures. In: Ebecken, Nelson and Brebbia, C.A. and Zanasi, A., eds. Proc. Data Mining IV - Int. Conf. on Data Mining. WIT Press pp. 545-556. ISBN 1-85312-806-6. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Silla Jr, Carlos N. and Kaestner, Celso A.A. and Freitas, Alex A. (2003) A non-linear topic detection method for text summarization using Wordnet. In: Nunes, Maria da Graça Volpes and Aluisio, S.M. and Oliveira, L.H.M. and Teles, J.A., eds. Proc. I Workshop em Tecnologia da Informacao e Linguagem Humana. ICMC-USP, Brazil (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Secker, Andrew D. and Freitas, Alex A. and Timmis, Jon (2003) A Danger Theory Approach to Web Mining. In: Timmis, Jon and Bentley, Peter J. and Hart, Emma, eds. Proceedings of the 2nd International Conference on Artificial Immune Systems. Lecture Notes in Computer Science, 2787. Springer pp. 156-167. ISBN 3-540-40766-9. (doi:https://doi.org/10.1007/b12020) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. and Timmis, Jon (2003) Revisiting the Foundations of Artificial Immune Systems: A Problem Oriented Perspective. In: Timmis, Jon and Bentley, Peter J. and Hart, Emma, eds. Proceedings of the 2nd International Conference on Artificial Immune Systems. Lecture Notes in Computer Science, 2787. Springer pp. 229-241. ISBN 3-540-40766-9. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Neto, Joel Larocca and Freitas, Alex A. and Kaestner, Celso A.A. (2003) Automatic text summarization using a machine learning approach. In: Bittencourt, Guilherme and Ramalho, Geber L., eds. Proc. 16th Brazilian Symposium on Artificial Intelligence (SBIA-2002). Lecture Notes in Artificial Intelligence 2507. Lecture Notes in Computer Science. Springer-Verlag pp. 205-215. ISBN 978-3-540-00124-9. (doi:https://doi.org/10.1007/3-540-36127-8_20) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Parpinelli, Rafael S. and Lopes, Heitor S. and Freitas, Alex A. (2003) Mining comprehensible rules from data with an ant colony algorithm. In: Bittencourt, Guilherme and Ramalho, Geber L., eds. Proc. 16th Brazilian Symp. on Artificial Intelligence (SBIA-2002). Lecture Notes in Artificial Intelligence 2507. Lecture Notes in Computer Science, 2507/2. Springer-Verlag, Berlin pp. 259-269. ISBN 3-540-00124-7. (doi:https://doi.org/10.1007/3-540-36127-8_25) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Otero, Fernando E.B. and Silva, Monique M.S and Freitas, Alex A. and Nievola, Julio C. (2003) Genetic Programming for Attribute Construction in Data Mining. In: Ryan, Conor and Keijzer, Maarten and Poli, Riccardo and Soule, Terence and Tsang, Edward and Costa, Ernesto, eds. Genetic Programming: Proc. 6th European Conference (EuroGP-2003). Lecture Notes in Computer Science, 2610. Springer-Verlag pp. 384-393. ISBN 978-3-540-00971-9. E-ISBN 978-3-540-36599-0. (doi:https://doi.org/10.1007/3-540-36599-0_36) (Full text available)
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Bojarczuk, Celia C. and Lopes, Heitor S. and Freitas, Alex A. (2003) An innovative application of a constrained-syntax genetic programming system to the problem of predicting survival of patients. In: Ryan, Conor and Keijzer, Maarten and Poli, Riccardo and Soule, Terence and Tsang, Edward and Costa, Ernesto, eds. Genetic Programming: Proc. 6th European Conference (EuroGP-2003). Lecture Notes in Computer Science, 2610. Springer-Verlag pp. 11-21. ISBN 3-540-00971-X. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Noda, Edgar and Freitas, Alex A. and Yamakami, Akebo (2002) A distributed-population genetic algorithm for discovering interesting prediction rules. In: Benitez, J.M. and Gordon, Oscar, eds. 7th Online World Conference on Soft Computing in Industrial Applications (WSC7). Springer, London pp. 287-296. ISBN 978-1-85233-755-1. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Larsen, O. and Freitas, Alex A. and Nievola, Julio C. (2002) Constructing X-of-N attributes with a genetic algorithm. In: Lofti, A. and Garibaldi, J. and John, R., eds. Proc. 4th Int. Conf. on Recent Advances in Soft Computing (RASC-2002). Nottingham Trent University pp. 326-331. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Pappa, Gisele L. and Freitas, Alex A. and Kaestner, Celso A.A. (2002) A multiobjective genetic algorithm for attribute selection. In: Lofti, A. and Garibaldi, J. and John, R., eds. Proc. 4th Int. Conf. on Recent Advances in Soft Computing (RASC-2002). Nottingham Trent University pp. 116-121. ISBN 1-84233-076-4. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Carvalho, Deborah R. and Freitas, Alex A. (2002) New results for a hybrid decision tree/genetic algorithm for data mining. In: Lofti, A. and Garibaldi, J. and John, R., eds. Proc. 4th Int. Conf. on Recent Advances in Soft Computing (RASC-2002). Advances in Intelligent and Soft Computing, 1. Springer, Berlin pp. 260-265. ISBN 978-3-540-40856-7. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Pappa, Gisele L. and Freitas, Alex A. and Kaestner, Celso A.A. (2002) Attribute Selection with a Multiobjective Genetic Algorithm. In: Bittencourt, Guilherme and Ramalho, Geber L., eds. Proc. 16th Brazilian Symp. on Artificial Intelligence (SBIA-2002). Lecture Notes in Artificial Intelligence 2507, 1. Springer-Verlag, Berlin pp. 280-290. ISBN 3-540-00124-7. (doi:https://doi.org/10.1007/3-540-36127-8_27) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Otero, Fernando E.B. and Silva, Monique M.S and Freitas, Alex A. (2002) Genetic Programming for Attribute Construction in Data Mining. In: Proc Genetic and Evolutionary Computation Conf (GECCO-2002). Morgan Kaufmann, Publishers, San Francisco p. 1270. ISBN 1-55860-878-8. (Full text available)
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Larsen, O. and Freitas, Alex A. and Nievola, Julio C. (2002) Constructing X-of-N Attributes with a Genetic Algorithm. In: Proc Genetic and Evolutionary Computation Conf (GECCO-2002). Morgan Kaufmann, San Francisco, New York ISBN 1-55860-878-8. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Romao, Wesley and Freitas, Alex A. and Pacheco-Lopez, Penelope (2002) A Genetic Algorithm for Discovering Interesting Fuzzy Prediction Rules: applications to science and technology data. In: Langdon, William B. and Cantu-Paz, Erick, eds. Proceedings of Genetic and Evolutionary Computation Conference (GECCO-2002). Morgan-Kaufmann Publishers Inc, San Francisco, CA, USA pp. 1188-1195. ISBN 1-55860-878-8. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Carvalho, Deborah R. and Freitas, Alex A. (2002) A genetic algorithm with sequential niching for discovering small-disjunct rules. In: Langdon, William B. and Cantu-Paz, Erick, eds. Proceedings Genetic and Evolutionary Computation Conference (GECCO-2002). Morgan Kaufmann Publishers Inc, New York and San Francisco, USA pp. 1035-1042. ISBN 1-55860-878-8. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Fabris, Carem C. and Freitas, Alex A. (2001) Incorporating deviation-detection functionality into the OLAP paradigm. In: Mattoso, M.L.Q. and Xexeo, G., eds. Proc. XVI Brazilian Symposium on Databases (SBBD-2001). , Rio de Janeiro, Brazil pp. 274-285. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Bojarczuk, Celia C. and Lopes, Heitor S. and Freitas, Alex A. (2001) Data Mining with Constrained-syntax Genetic Programming: Applications in Medical Data Sets. In: Proc Intelligent Data Analysis in Medicine and Pharmacology. , London (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Correa, Elon S. and Steiner, Maria Teresinha A. and Freitas, Alex A. and Carnieri, Celso (2001) A Genetic Algorithm for the P-median Problem. In: Spector, Lee E. and Goodman, Erik D., eds. Proc. 2001 Genetic and Evolutionary Computation Conference (GECCO-2001). Morgan Kaufmann, San Fracisco, USA pp. 1268-1275. ISBN 1-55860-774-9. (Full text available)
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Carvalho, Deborah R. and Freitas, Alex A. (2001) An Immunological Algorithm for Discovering Small-disjunct Rules in Data Mining. In: Proc Graduate Student Workshop at GECCO-2001. Morgan Kaufmann; 2001, San Francisco, USA pp. 401-404. ISBN 1-55860-774-9. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Parpinelli, Rafael S. and Lopes, Heitor S. and Freitas, Alex A. (2001) An ant colony based system for data mining: applications to medical data. In: Spector, Lee E. and Goodman, Erik D., eds. Proc. 2001 Genetic and Evolutionary Computation Conference (GECCO-2001). Morgan Kaufmann, San Francisco, USA pp. 791-798. ISBN 1-55860-774-9. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Mendes, R.R.F. and Voznika, F.B. and Freitas, Alex A. and Nievola, Julio C. (2001) Discovering fuzzy classification rules with genetic programming and co-evolution. In: Principles of Data Mining and Knowledge Discovery (Proc. 5th European Conference PKDD 2001) - Lecture Notes in Artificial Intelligence. 2168, 2168. Springer-Verlag, Berlin pp. 314-325. ISBN 3-540-42534-9. (doi:https://doi.org/10.1007/3-540-44794-6_26) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Neto, Joel Larocca and Santos, Alexandre D. and Kaestner, Celso A.A. and Freitas, Alex A. (2000) Generating Text Summaries through the Relative Importance of Topics. In: Advances in Artificial Intelligence. Lecture Notes in Artificial Intelligence, 1952. Springer-Verlag, Atibaia, SP, Brazil pp. 301-309. ISBN 3-540-41276-X. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Neto, Joel Larocca and Santos, Alexandre D. and Kaestner, Celso A.A. and Freitas, Alex A. and Nievola, Julio C. (2000) A Trainable Algorithm for Summarizing News Stories. In: Zaragoza, H. and Gallinari, P. and Rajman, M., eds. Proc. PKDD'2000 Workshop on Machine Learning and Textual Information Access. , Lyon, France (Full text available)
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Noda, Edgar and Freitas, Alex A. and Lopes, Heitor S. (2000) Comparing a genetic algorithm with a rule induction algorithm in the data mining task of dependence modeling. In: Proc 2000 Genetic and Evolutionary Computation Conf (GECCO-2000). Morgan Kaufmann; 2000, Las Vegas, USA ISBN 1-55860-611-4. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Fidelis, M.V. and Lopes, Heitor S. and Freitas, Alex A. (2000) Discovering comprehensible classification rules with a genetic algorithm. In: Proc. Congress on Evolutionary Computation (CEC-2000). IEEE, La Jolla, CA, USA pp. 805-810. ISBN 0-7803-6375-2. (doi:https://doi.org/10.1109/CEC.2000.870381) (Full text available)
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Araujo, Dieferson L.A. and Lopes, Heitor S. and Freitas, Alex A. (2000) Rule Discovery with a Parallel Genetic Algorithm. In: Proc 2000 Genetic and Evolutionary Computation Conf Workshop Program. , Las Vegas, USA pp. 89-92. (Full text available)
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Carvalho, Deborah R. and Freitas, Alex A. (2000) A hybrid decision tree/genetic algorithm for coping with the problem of small disjuncts in data mining. In: Proc. Genetic and Evolutionary Computation Conf (GECCO-2000). Morgan Kaufmann, Las Vegas, USA pp. 1061-1068. ISBN 1558606614. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Neto, Joel Larocca and Santos, Alexandre D. and Kaestner, Celso A.A. and Freitas, Alex A. (2000) The integrated data mining tool MineKit and a case study of its application on video shop data. In: Fyfe, Colin, ed. Proc. 2nd Int. ICSC Symp. on Engineering of Intelligent Systems (EIS-2000). ICSC Academic Press, Scotland ISBN 3-906454-21-5. (Full text available)
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Santos, R. and Nievola, Julio C. and Freitas, Alex A. (2000) Extracting comprehensible rules from neural networks via genetic algorithms. In: Proc. 2000 IEEE Symp. on Combinations of Evolutionary Computation and Neural Networks (ECNN-2000). IEEE, San Antonio, TX, USA pp. 130-139. ISBN 0-7803-6572-0. (doi:https://doi.org/10.1109/ECNN.2000.886228) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Fabris, Carem C. and Freitas, Alex A. (2000) Discovering surprising patterns by detecting occurrences of Simpson's paradox. In: Bramer, Max and Macintosh, Ann and Coenen, Frans, eds. Research and Development in Intelligent Systems XVI. B C S Conference Series. Springer-Verlag, Berlin pp. 148-160. ISBN 1-85233-231-X. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Neto, Joel Larocca and Santos, Alexandre D. and Kaestner, Celso A.A. and Freitas, Alex A. (2000) Document Clustering and Text Summarization. In: Mackin, N., ed. Proceedings of the 4th International Conference Practical Applications of Knowledge Discovery and Data Mining (PADD-2000). The Practical Application Company, London pp. 41-55. ISBN 1-902426-08-8. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Carvalho, Deborah R. and Freitas, Alex A. (2000) A Genetic Algorithm-based Solution for the Problem of Small Disjuncts. In: Zighed, Djamel A. and Komorowski, Jan and Zytkow, Jan, eds. Principles of Data Mining and Knowledge Discovery (Proceedings of the 4th European Conference PKDD-2000, Lyon, France). Lecture Notes in Artificial Intelligence, 1910. Springer-Verlag, Berlin 217 -233. ISBN 3540410669. (doi:https://doi.org/10.1007/3-540-45372-5) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Otero, Fernando E.B. and Freitas, Alex A. (2000) Sumarizacao de textos usando algoritmos de classificacao. In: Lethelier, E. and Bortolozzi, F. and Weber, K.C. and Pereira, H., eds. Proceedings of the 2000 International Symposium on Knowledge Management/Document Management (ISKM/DM-2000). Editora Universitaria Champagnat (PUCPR), Curitiba, Brazil pp. 347-357. (Full text available)
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Araujo, Dieferson L.A. and Lopes, Heitor S. and Freitas, Alex A. (1999) A Parallel Genetic Algorithm for Rule Discovery in Large Databases. In: Ilto, K., ed. Proc 1000 IEEE Systems, Man and Cybernetics Conf. IEEE, Tokyo pp. 940-945. ISBN 0-7803-5734-5. (doi:https://doi.org/10.1109/ICSMC.1999.823354) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Visintin, M.A. and Freitas, Alex A. and Arruda, Lucia V. R. (1999) A method for the optimum solution of the permutational flowshop sequencing problem with fuzzy processing times. In: Carvalho, Maria F. and Muller, F.M., eds. Proceedings of the 15th International Conference on CAD/CAM Robotics and Factories of the Future. , Brazil MW2-1. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Noda, Edgar and Freitas, Alex A. and Lopes, Heitor S. (1999) Discovering Interesting Prediction Rules with a Genetic Algorithm. In: Angeline, Peter J., ed. Proceedinds of the 1999 Congress on Evolutionary Computation (CEC-99). IEEE, Washington DC, USA pp. 1322-1329. ISBN 0-7803-5536-9. (doi:https://doi.org/10.1109/CEC.1999.782601) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Bojarczuk, Celia C. and Lopes, Heitor S. and Freitas, Alex A. (1999) Discovering comprehensible classification rules using genetic programming: a case study in a medical domain. In: Banzhaf, Wolfgang and Daida, Jason and Eiben, Agoston E. and Garzon, Max H. and Honavar, Vasant and Jakiela, Mark and Smith, Robert E., eds. Proceedings of the Genetic and Evolutionary Computation Conference (GECCO-99). Morgan Kaufmann, Orlando, USA pp. 953-958. ISBN 1-55860-611-4. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Santos, R.T. and Nievola, Julio C. and Freitas, Alex A. and Lopes, Heitor S. (1999) Extracao de regras de redes neurais via algoritmos geneticos. In: Proceedings of the IV Brazilian Conference on Neural Networks. pp. 158-163. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. (1999) A summary of the papers presented at the AAAI-99 and GECCO-99 Workshop on Data Mining with Evolutionary Algorithms: Research Directions. In: Proceedings of the 1999 Genetic and Evolutionary Computation Conference (GECCO-99), July 13-17, 1999, Orlando, Florida, USA. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Carvalho, Deborah R. and Avila, Braulio C. and Freitas, Alex A. (1999) A hybrid genetic algorithm/decision tree approach for coping with unbalanced classes. In: Mackin, N., ed. Proceedings of the 3rd International Conference on the Practical Applications of Knowledge Discovery and Data Mining (PADD-99). The Practical Application Company, London pp. 61-70. ISBN 19024260405. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. (1999) Data Mining with Evolutionary Algorithms: Research Directions - Papers from the AAAI Workshop. In: Freitas, Alex A., ed. WS-99-06. AAAI Press, Menlo Park, CA, USA ISBN 1-57735-090-1. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Fertig, Cristina S. and Freitas, Alex A. and Arruda, Lucia V. R. and Kaestner, Celso A.A. (1999) A Fuzzy Beam-Search Rule Induction Algorithm. In: 3rd European Conference on Principles of Data Mining and Knowledge Discovery in Databases (Proc 3rd European Conf - PKDD-99), Sep 15-18, 1999, Prague, Czech Republic. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. (1999) A genetic algorithm for generalized rule induction. In: Roy, Rajkumar and Furuhashi, T. and Chawdhry, P.K., eds. Advances in Soft Computing - Engineering Design and Manufacturing (Proc WSC3 3rd on-line world conf hosted on the internet 1998). Springer-Verlag, Berlin pp. 340-353. ISBN 1-85233-062-7. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Visintin, M.A. and Freitas, Alex A. (1998) Um metodo para solucao exata do problema flowshop permutacional. In: Anais do XXX SBPO (Simposio Brasileiro de Pesquisa Operacional). , Curitiba - PR, Brazil: PUC-PR pp. 311-312. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. (1998) A Multi-criteria approach for the evaluation of rule interestingness. In: Ebecken, Nelson, ed. Data Mining (Proc Int Conf Rio de Janeiro, Brazil). WIT Press, Boston pp. 7-20. ISBN 1-85312-677-2. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. (1998) On Objective Measures of Rule Surprisingness. In: Zytkow, Jan M. and Quafafou, Mohamed, eds. Lecture Notes in Computer Science. Lecture Notes in Computer Science, 1510. Springer-Verlag Berlin, Berlin pp. 1-9. ISBN 3-540-65068-7. (doi:https://doi.org/10.1007/BFb0094798) (Full text available)
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Freitas, Alex A. (1998) A Survey of Parallel Data Mining. In: Arner, H.F. and Mackin, N., eds. Proc 2nd Int Conf on the Practical Applications of Knowledge Discovery and Data Mining. The Practical Application Company, London pp. 287-300. ISBN 0-9525554-9-2. (Full text available)
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Freitas, Alex A. (1997) A Genetic Programming Framework for Two Data Mining Tasks: Classification and Generalized Rule Induction. In: Koza, J.R. and Deb, K., eds. Genetic Programming 1997: Proc 2nd Annual Conf. Morgan Kaufmann pp. 96-101. ISBN 1-55860-483-9. (Full text available)
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Freitas, Alex A. (1997) Towards Large-Scale Knowledge Discovery in Databases (KDD) by Exploiting Parallelism in Generic KDD Primitives. In: Shoval, P. and Silberschatz, A., eds. Proc 3rd Int Workshop on Next-Generation Information Technologies and Systems. , Neve Ilan, Israel pp. 33-43. (Full text available)
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Freitas, Alex A. (1997) The trade-off between effectiveness and efficiency in attribute selection: in defense of the filter approach. In: Ng, R., ed. Proc 1997 SIGMOD Workshop on Research Issues on Data Mining and Knowledge Discovery. , Technical Report 97-07 (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. (1997) The Principle of Transformation Between Efficiency and Effectiveness: Towards a Fair Evaluation of the Cost-Effectivenss of KDD Techniques. In: Komorowski, Jan and Zytkow, Jan, eds. Principles of Data Mining and Knowledge Discovery (Proc 1st European Symp KPKDD'97, Trondheim, Norway. LNAI 1263, 1263. Springer-Verlag, Berlin pp. 299-306. ISBN 3-540-63223-9. (doi:https://doi.org/10.1007/3-540-63223-9_128) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. and Lavington, Simon H. (1996) A Framework for Data-parallel Knowledge Discovery in Databases. In: IEE Colloquium on Knowledge Discovery and Data Mining: Digest No 96/198. IEE, London 6/1-6/4. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. and Lavington, Simon H. (1996) Using SQL primitives and parallel DB servers to speed up knowledge discovery in large relational databases. In: Trappl, Robert, ed. Cybernetics and Systems '96: Proc 13th European Meeting on Cybernetics and Systems Research. , Vienna, Austria pp. 955-960. ISBN 3-85206-133-4. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. and Lavington, Simon H. (1996) Parallel Data Mining for Very Large Relational Databases. In: Liddell, Heather, ed. Proc Int Conf on High-Performance Computing and Networking (HPCN'96). Lecture Notes in Computer Science, 1067. Springer-Verlag, Berlin pp. 158-163. ISBN 3-540-61142-8. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. and Lavington, Simon H. (1996) Speeding up knowledge discovery in large relational databases by means of a new discretization algorithm. In: Morrison, Ron and Kennedy, Jessie, eds. Advances in Databases (Proc 14th British Nat Conf on Databases, Edinburgh, UK. Lecture Notes in Computer Science (1094). Springer-Verlag, Berlin pp. 124-133. (doi:https://doi.org/10.1007/3-540-61442-7_8) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. and Anacleto, J.C. and Kirner, C. (1994) Applying Genetic Algorithms to the Load-Balancing Problem. In: Baeza-Yates, R., ed. Computer Science 2: Research and Applications (Proc 13th Int Conf Chilean Computer Society). , New York: Plenum pp. 7-13. ISBN 0-306-44730-4. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. and Anacleto, J.C. and Neto, R.M. and Kirner, C. (1993) Algoritmos Geneticos e sua aplicacao ao problema do corte de barras. In: Proc I Simp Brasileiro em Automacao Inteligente. , Rio Claro - SP, Brazil: UNESP pp. 38-47. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. and Kirner, C. (1993) Fine-grain parallel best-first branch-and-bound. In: Proc XIX Latin-American Conf on Informatics. , Buenos Aires, Argentina pp. 421-436. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. and Kirner, C. (1993) Tailoring A* for a massively parallel machine: application to the traveling salesman problem. In: Proc I Simp Brasileiro em Automacao Inteligente. , Rio Claro - SP&lt; Brazil: UNESP pp. 371-380. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. and Kirner, C. (1992) Algoritmos para descobrir o maximo em um multicomputador baseado em barramentos hierarquicos. In: Proc IV Simp Brasileiro em Arquitetura de Computadores. , Sao Paulo - SP, Brazil: USP pp. 289-303. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. and Kirner, C. (1992) Introducao a algoritmos geneticos. In: Proc Workshop em Redes Neurais. , Sao Carlos - SP, Brazil: UFSCar pp. 71-88. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Book

Pappa, Gisele L. and Freitas, Alex A. (2010) Automating the design of data mining algorithms: an evolutionary computation approach. Natural Computing Series . Springer ISBN 978-3-642-02540-2. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. (2002) Data Mining and Knowledge Discovery with Evolutionary Algorithms. Natural Computing Series . Spinger-Verlag, Berlin, 265 pp. ISBN 3-540-43331-7. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Freitas, Alex A. and Lavington, Simon H. (1998) Mining Very Large Databases with Parallel Processing. Kluwer Academic Publishers, Boston, 228 pp. ISBN 0-7923-8048-7 & 978-0792380481. (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Thesis

Wan, Cen (2015) Novel Hierarchical Feature Selection Methods for Classification and Their Application to Datasets of Ageing-Related Genes. Doctor of Philosophy (PhD) thesis, University of Kent. (Access to this publication is currently restricted. You may be able to access a copy if URLs are provided)
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Newby, Danielle Anne (2014) Data mining methods for the prediction of intestinal absorption using QSAR. Doctor of Philosophy (PhD) thesis, University of Kent, University of Greenwich. (Full text available)
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Datasets / databases

Newby, Danielle and Freitas, Alex A. and Ghafourian, Taravat (2014) A Compilation of Aqueous Solubility of Drugs and Drug-Like Compounds. On-Line and paper copy. Located at: European Journal of Medicinal Chemistry. (Unpublished) (Full text available)
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Other

Ghosh, Ashish and Freitas, Alex A. (2003) Special Issue on data mining and knowledge discovery with evolutionary algorithms. IEEE Trans. on Evolutionary Computation 7(6). (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

Review

Freitas, Alex A. (2001) Book Review: Data Mining Using Grammar-based Genetic Programming and Applications. Review of: Data Mining Using Grammar-based Genetic Programming and Applications by Wong, L.M. and Leung, K.S.. Genetic Programming and Evolvable Machines, 2 (2). pp. 197-199. ISSN 1389-2576. (doi:https://doi.org/10.1023/A:1011564616547) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided)

This list was generated on Sat May 25 23:42:44 2019 BST.