Traveling path recommendation using temporal transit patterns

研究成果: Conference contribution

摘要

In this work, we aim to collectively recommend traveling paths by leveraging the check-in data through mining the moving behaviors of users. We call such traveling paths as Temporal Transit Patterns (TTP), which capture the representative traveling behaviors over consecutive locations, from the big check-in data. To achieve such goal, we propose a novel Temporal Transit Pattern Mining method (TTPM-method), which devises an unsupervised mechanism that automatically summarizes the representative travel patterns us guarantee better time efficiency lower and memory usage. Based on the mined TTP, a novel system, TTP-Rec, is then developed. TTP-Rec not only allows users to specify starting/end locations, but also provides the flexibility of the time constraint requirement (i.e., the expected duration of the trip). Considering a sequence of check-in points as a traveling path, we mine the frequent sequences with a ranking mechanism to achieve the goal. Our TTPRec targets at travelers who are unfamiliar to the objective area/city and have time limitation in the trip.

原文English
主出版物標題Proceedings of the 8th International Conference on Weblogs and Social Media, ICWSM 2014
發行者The AAAI Press
頁面648-649
頁數2
ISBN(電子)9781577356578
出版狀態Published - 2014 一月 1
事件8th International Conference on Weblogs and Social Media, ICWSM 2014 - Ann Arbor, United States
持續時間: 2014 六月 12014 六月 4

出版系列

名字Proceedings of the 8th International Conference on Weblogs and Social Media, ICWSM 2014

Other

Other8th International Conference on Weblogs and Social Media, ICWSM 2014
國家United States
城市Ann Arbor
期間14-06-0114-06-04

All Science Journal Classification (ASJC) codes

  • Computer Networks and Communications

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  • 引用此

    Hsieh, H. P., & Li, C. T. (2014). Traveling path recommendation using temporal transit patterns. 於 Proceedings of the 8th International Conference on Weblogs and Social Media, ICWSM 2014 (頁 648-649). (Proceedings of the 8th International Conference on Weblogs and Social Media, ICWSM 2014). The AAAI Press.