Zeng, Yifeng, Chen, Xuefeng, Cao, Xin, Qin, Shengchao, Cavazza, Marc, Xiang, Yanping (2015) Optimal Route Search with the Coverage of Users’ Preferences. In: Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence (IJCAI 2015). Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence (IJCAI 2015). . pp. 2118-2124. (Access to this publication is currently restricted. You may be able to access a copy if URLs are provided) (KAR id:55615)
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Official URL: http://www.ijcai.org/Proceedings/15/Papers/300.pdf |
Abstract
The preferences of users are important in route search and planning. For example, when a user plans a trip within a city, their preferences can beexpressed as keywords shopping mall, restaurant, and museum, with weights 0.5, 0.4, and 0.1, respectively.
The resulting route should best satisfy their weighted preferences. In this paper, we take into account the weighted user preferences in route search, and present a keyword coverage problem, which finds an optimal route from a source location
to a target location such that the keyword coverage is optimized and that the budget score satisfies a specified constraint. We prove that this problem is NP-hard. To solve this complex problem, we propose an optimal route search based on an A* variant for which we have defined an admissible heuristic function. The experiments conducted on real-world datasets demonstrate both the efficiency and accuracy of our proposed algorithms.
Item Type: | Conference or workshop item (Paper) |
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Additional information: | COPYRIGHT NOTICE: http://www.aaai.org/ocs/index.php/IJCAI/IJCAI15/about/submissions#copyrightNotice Posting on Institutional repositories is allowed despite the copyright being transferred to AAAI |
Uncontrolled keywords: | Heuristic Search, non-admissible heuristics, Route Planning |
Subjects: | Q Science > QA Mathematics (inc Computing science) > QA 76 Software, computer programming, > QA76.76.E95 Expert Systems (Intelligent Knowledge Based Systems) |
Divisions: | Divisions > Division of Computing, Engineering and Mathematical Sciences > School of Engineering and Digital Arts |
Depositing User: | Marc Cavazza |
Date Deposited: | 19 May 2016 13:15 UTC |
Last Modified: | 05 Nov 2024 10:45 UTC |
Resource URI: | https://kar.kent.ac.uk/id/eprint/55615 (The current URI for this page, for reference purposes) |
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