Trip-mine: An efficient trip planning approach with travel time constraints

Eric Hsueh Chan Lu*, Chih Yuan Lin, Vincent S. Tseng

*Corresponding author for this work

研究成果: Conference contribution同行評審

52 引文 斯高帕斯(Scopus)

摘要

With the rapid development of wireless telecommunication technologies, a number of studies have been done on the Location-Based Services (LBSs) due to wide applications. Among them, one of the active topics is travel recommendation. Most of previous studies focused on recommendations of attractions or trips based on the user's location. However, such recommendation results may not satisfy the travel time constraints of users. Besides, the efficiency of trip planning is sensitive to the scalability of travel regions. In this paper, we propose a novel data mining-based approach, namely Trip-Mine, to efficiently find the optimal trip which satisfies the user's travel time constraint based on the user's location. Furthermore, we propose three optimization mechanisms based on Trip-Mine to further enhance the mining efficiency and memory storage requirement for optimal trip finding. To the best of our knowledge, this is the first work that takes efficient trip planning and travel time constraints into account simultaneously. Finally, we performed extensive experimental evaluations and show that our proposals deliver excellent results.

原文English
主出版物標題Proceedings - 2011 12th IEEE International Conference on Mobile Data Management, MDM 2011
頁面152-161
頁數10
DOIs
出版狀態Published - 29 十一月 2011
事件2011 12th IEEE International Conference on Mobile Data Management, MDM 2011 - Lulea, Sweden
持續時間: 6 六月 20119 六月 2011

出版系列

名字Proceedings - IEEE International Conference on Mobile Data Management
1
ISSN(列印)1551-6245

Conference

Conference2011 12th IEEE International Conference on Mobile Data Management, MDM 2011
國家Sweden
城市Lulea
期間6/06/119/06/11

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