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An Entropy-Based Model for Recommendation of Taxis’ Cruising Route

Yizhi Liu1, 2, Xuesong Wang1, 2, Jianxun Liu1, 2, *, Zhuhua Liao1, 2, Yijiang Zhao1, 2, Jianjun Wang1, 2

1 School of Computer Science and Engineering, Hunan University of Science and Technology, Xiangtan, 411201, China.
2 Key Laboratory of Knowledge Processing and Networked Manufacturing in Hunan Province, Xiangtan, 411201, China.

* Corresponding Author: Jianxun Liu. Email: email.

Journal on Artificial Intelligence 2020, 2(3), 137-148. https://doi.org/10.32604/jai.2020.010620

Abstract

Cruising route recommendation based on trajectory mining can improve taxidrivers' income and reduce energy consumption. However, existing methods mostly recommend pick-up points for taxis only. Moreover, their performance is not good enough since there lacks a good evaluation model for the pick-up points. Therefore, we propose an entropy-based model for recommendation of taxis' cruising route. Firstly, we select more positional attributes from historical pick-up points in order to obtain accurate spatial-temporal features. Secondly, the information entropy of spatial-temporal features is integrated in the evaluation model. Then it is applied for getting the next pick-up points and further recommending a series of successive points. These points are constructed a cruising route for taxi-drivers. Experimental results show that our method is able to obviously improve the recommendation accuracy of pick-up points, and help taxi-drivers make profitable benefits more than before.

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APA Style
Liu, Y., Wang, X., Liu, J., Liao, Z., Zhao, Y. et al. (2020). An entropy-based model for recommendation of taxis’ cruising route. Journal on Artificial Intelligence, 2(3), 137-148. https://doi.org/10.32604/jai.2020.010620
Vancouver Style
Liu Y, Wang X, Liu J, Liao Z, Zhao Y, Wang J. An entropy-based model for recommendation of taxis’ cruising route. J Artif Intell . 2020;2(3):137-148 https://doi.org/10.32604/jai.2020.010620
IEEE Style
Y. Liu, X. Wang, J. Liu, Z. Liao, Y. Zhao, and J. Wang "An Entropy-Based Model for Recommendation of Taxis’ Cruising Route," J. Artif. Intell. , vol. 2, no. 3, pp. 137-148. 2020. https://doi.org/10.32604/jai.2020.010620



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