Efficient Keyword-Aware Representative Travel Route Recommendation

Authors

  • Dr. G. Anandharaj  Assistant Professor, PG & Research Department of Computer Science and Applications, Adhiparasakthi College of Arts and Science (Autonomous), G.B.Nagar, Kalavai, Vellore, Tamil Nadu, India
  • R. Kavitha  M.Phil (CS) Research Scholar, PG & Research Department of Computer Science and Applications, Adhiparasakthi College of Arts and Science (Autonomous), G.B.Nagar, Kalavai, Vellore, Tamil Nadu, India

Keywords:

Location-based social network, text mining, travel route recommendation

Abstract

Location-based network (LBN) services enable users to perform check in and share their check-in data with their companions. In particular, when a user is traveling, the check-in data are in actuality a travel route with some photographs and tag data.As an outcome, a massive number of routes are generated, which assume an essential role in many well-established research areas, for example mobility prediction, urban planning and traffic management. In this paper, we focus on trip planning and plan to discover travel experiences from shared information in location based social networks. To encourage trip planning, the earlier works in give an interface in which a user could submit the query region and the total travel time.

References

  1. Prof. Z. Chen, H. T. Shen, X. Zhou, Y. Zheng, and X. Xie, "Searching trajectories by locations: An efficiency study," in Proc. ACM SIGMOD Int. Conf. Manage.
  2. H.-P. Hsieh and C.-T. Li, "Mining and planning time-aware routes from check-in data," in Proc. 23rd ACM Int. Conf. Conf.= Inf. Knowl. Manage., 2014, pp. 481–490.
  3. S. Tseng, E. H.-C. Lu, and C.-H. Huang, "Mining temporal mobile sequential patterns in location-based service environments, "in Proc. Int. Conf. Parallel Distribute. Syst., 2007, pp.1–8.
  4. W. T. Hsu, Y. T. Wen, L. Y. Wei, and W. C. Peng, "Skyline travel routes: Exploring skyline for trip planning," in Proc. IEEE 15th Int.Conf. Mobile Data Manage., 2014, pp. 31–36.
  5. Y. Zheng, L. Zhang, X. Xie, and W.-Y. Ma, "Mining interesting locations and travel sequences from GPS trajectories," in Proc.18th Int. Conf. World Wide Web, 2009, pp. 791–800.
  6. Q. Yuan, G. Cong, and A. Sun, "Graph-based point-of-interest recommendation with geographical and temporal influences," in Proc. 23rd ACM Int. Conf. Conf. Inf. Knowl.manage., 2014, pp. 659–668.
  7. M. Ye, P. Yin, W.-C. Lee, and D.-L. Lee, "Exploiting geographical influence for collaborative point-of-interest recommendation," in Proc. 34th Int. ACM SIGIR Conf. Res. Develop. Inf. Retrieval, 2011, pp. 325–334.
  8. Y.-T. Wen, P.-R. Lei, W.-C. Peng, and X.-F. Zhou, "Exploring social influence on location-based social networks," in Proc. IEEE Int. Conf. Data Mining, 2014, pp. 1043–1048.
  9. Y.-T. Wen, K.-J. Cho, W.-C. Peng, J. Yeo, and S.-W. Hwang, "KSTR: Keyword-aware skyline travel route recommendation," in Proc. IEEE Int. Conf. Data Mining, 2015, pp. 449–458.
  10. Y. Tao, L. Ding, X. Lin, and J. Pei, "Distance-based representative skyline," in Proc. IEEE 25th Int. Conf. Data Eng., 2009, pp. 892–903.
  11. Y.-T. Zheng, et al., "Tour the world: Building a web-scale landmark recognition engine," in Proc. IEEE Conf. Comput. Vis. Pattern Recog., 2009, pp. 1085–1092.
  12. H. Gao, J. Tang, and H. Liu, "Exploring social-historical ties on location-based social networks," in Proc. 6th Int. AAAI Conf. Weblogs Social Media, 2012, pp. 114–121.
  13. T. Lee, Z. Wang, H. Wang, and S.-W. Hwang, "Attribute extraction and scoring: A probabilistic approach," in Proc. IEEE 29th Int. Conf. Data Eng., 2013, pp. 194–205.
  14. X.-J. Wang, Z. Xu, L. Zhang, C. Liu, and Y. Rui, "Towards indexing representative images on the web," in Proc. 20th ACM Int. Conf. Multimedia, 2012, pp. 1229–1238.
  15. T. Cheng, H. W. Lauw, and S. Paparizos, "Entity synonyms for structured web search," IEEE Trans. Knowl. Data Eng., vol. 24, no. 10, pp. 1862–1875, Oct. 2012.
  16. L.-Y. Wei, W.-C. Peng, B.-C. Chen, and T.-W. Lin, "PATS: A framework of pattern-aware trajectory search," in Proc. 11th Int. Conf. Mobile Data Manage., 2010, pp. 372–377.
  17. T. Kurashima, T. Iwata, G. Irie, and K. Fujimura, "Travel route recommendation using geotags in photo sharing sites," in Proc. 19th ACM Int. Conf. Inf. Knowl. Manage., 2010, pp. 579–588.
  18. Z. Yin, L. Cao, J. Han, J. Luo, and T. Huang, "Diversified trajectory pattern ranking in Geo-tagged social media," in Proc. SIAM Int. Conf. Data Mining, 2011, pp. 980–991.
  19. X. Lu, C. Wang, J.-M. Yang, Y. Pang, and L. Zhang, "Photo2trip: Generating travel routes from Geo-tagged photos for trip planning," in Proc. 18th ACM Int. Conf. Multimedia, 2010, pp. 143– 152.
  20. H.-P. Hsieh, C.-T. Li, and S.-D. Lin, "Exploiting large-scale checkin data to recommend time-sensitive routes," in Proc. ACM SIGKDD Int. Workshop Urban Comput., 2012, pp. 55–62.
  21. X. Cao, G. Cong, and C. S. Jensen, "Mining significant semantic locations from GPS data," Proc. VLDB Endowment, vol. 3, no. 1/2, pp. 1009–1020, 2010.
  22. Y. Ge, H. Xiong, A. Tuzhilin, K. Xiao, M. Gruteser, and M. Pazzani, "An energy-efficient mobile recommender system," in Proc. 16th ACM SIGKDD Int. Conf. Knowl. Discovery Data Mining, 2010, pp. 899–908.
  23. M. Ye, X. Liu, and W.-C. Lee, "Exploring social influence for recommendation: A generative model approach," in Proc. 35th Int. ACM SIGIR Conf. Res. Develop. Inf. Retrieval, 2012, pp. 671– 680.
  24. J. Ye, Z. Zhu, and H. Cheng, "What’s your next move: User activity prediction in location-based social networks," in Proc. SIAM Int. Conf. Data Mining, 2013, pp. 171–179.
  25. A. Sadilek, H. Kautz, and J. P. Bigham, "Finding your friends and following them to where you are," in Proc. 5th ACM Int. Conf. Web Search Data Mining, 2012, pp. 723–732.

International Journal of Scientific Research in Science, Engineering and Technology

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Published

2018-07-30

Issue

Volume 4, Issue 9, July-August-2018

Section

Research Articles

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How to Cite

[1]
Dr. G. Anandharaj, R. Kavitha, " Efficient Keyword-Aware Representative Travel Route Recommendation, International Journal of Scientific Research in Science, Engineering and Technology(IJSRSET), Print ISSN : 2395-1990, Online ISSN : 2394-4099, Volume 4, Issue 9, pp.330-337, July-August-2018.