Travel recommendation by mining people attributes and travel group types from community-contributed photos

IEEE Transactions on Multimedia

Volumn 15, Issue 6, 2013, Pages 1283-1295

  Chen, Yan Ying ^a   Cheng, An Jung ^a   Hsu, Winston H ^a  

^a NATIONAL TAIWAN UNIVERSITY   (Taiwan)

Author keywords

Geo tagged photos; people attributes; travel groups; travel recommendation

Indexed keywords

BAYESIAN LEARNING FRAMEWORK; GEO-TAGGED PHOTOS; MOBILE RECOMMENDATIONS; PEOPLE ATTRIBUTES; PERSONALIZED RECOMMENDATION; RECOMMENDATION METHODS; TRAVEL GROUPS; TRAVEL RECOMMENDATION;

MOBILE DEVICES;

EXPERIMENTS;

EID: 84884563675     PISSN: 15209210     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMM.2013.2265077     Document Type: Article

References (27)

1. T. Mei, W. H. Hsu, and J. Luo, "Knowledge discovery from community-contributed multimedia," IEEE MultiMedia, vol. 17, no. 4, pp. 16-17, Oct. 2010.
2. Y. Zheng and X. Xie, "Learning travel recommendations from usergenerated GPS traces," ACM Trans. Intell. Syst. Technol., vol. 2, no. 1, pp. 2:1-2:29, Jan. 2011.
3. V. K. Singh, M. Gao, and R. Jain, "Social pixels: Genesis and evaluation," in Proc. ACM Int. Conf. Multimedia, 2010.
4. R. Ji, X. Xie, H. Yao, and W.-Y. Ma, "Mining city landmarks from blogs by graph modeling," in Proc. ACM Int. Conf. Multimedia, 2009.
5. Q. Hao, R. Cai, C. Wang, R.Xiao, J.-M.Yang, Y. Pang, and L. Zhang, "Equip tourists with knowledge mined from travelogues," in Proc. Int. Conf. World Wide Web, 2010.
6. Y. Gao, J. Tang, R. Hong, Q. Dai, T.-S. Chua, and R. Jain, "W2go: A travel guidance system by automatic landmark ranking," in Proc. ACM Int. Conf. Multimedia, 2010.
7. Y. Arase, X. Xie, T. Hara, and S. Nishio, "Mining people's trips from large scale geo-tagged photos," in Proc. ACM Int. Conf. Multimedia, 2010.
8. 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. ACM Int. Conf. Multimedia, 2010.
9. P. Isola, J. Xiao, A. Torralba, and A. Oliva, "What makes an image memorable?," in Proc. IEEE Conf. Comput. Vision and Pattern Recognition, 2011.
10. A.-J. Cheng, F.-E. Lin, Y.-H. Kuo, and W. H. Hsu, "Gps, compass, or camera?: Investigating effective mobile sensors for automatic searchbased image annotation," in Proc. ACM Int. Conf. Multimedia, 2010.
11. D. Liu,M.R. Scott,R. Ji,W. Jiang, H. Yao, andX.Xie, "Location sensitive indexing for image-based advertising," in Proc. ACM Int. Conf. Multimedia, 2009.
12. A.-J. Cheng, Y.-Y. Chen, Y.-T. Huang,W. H. Hsu, and H.-Y. M. Liao, "Personalized travel recommendation bymining people attributes from community-contributed photos," in Proc. ACM Multimedia, 2011.
13. Y. Zheng, X. Xie, and W.-Y. Ma, "Mining interesting locations and travel sequences from GPS trajectories," in Proc. Int. Conf.WorldWide Web, 2009.
14. Y. Zheng, L. Zhang, Z. Ma, X. Xie, and W.-Y. Ma, "Recommending friends and locations based on individual location history,"ACM Trans. Web, 2011.
15. D. Crandall, L. Backstrom, D. Huttenlocher, and J. Kleinberg, "Mapping the world's photos," in Proc. Int. Conf. World Wide Web, 2009.
16. M.Clements, P. Serdyukov, A. P. de Vries, andM. J.Reinders, "Using Flickr geotags to predict user travel behaviour," in Proc. ACM SIGIR Conf. Res. and Develop. in Inform. Retrieval, 2010.
17. M. Ames andM. Naaman, "Why we tag: Motivations for annotation in mobile and online media," in Proc. ACM SIGCHI Conf. Human Factors in Computing Syst., 2007.
18. N. Kumar, P. Belhumeur, and S. Nayar, "Facetracer: A search engine for large collections of images with faces," in Proc. Eur. Conf. Comput. Vision, 2008.
19. T. M. Cover and J.A. Thomas, Elements of Information Theory. New York, NY, USA: Wiley, 1991.
20. P. Viola and M. Jones, "Rapid object detection using a boosted cascade of simple features," in Proc. IEEE Conf. Comput. Vision and Pattern Recognition, 2001.
21. C.-C. Chang and C.-J. Lin, LIBSVM:ALibrary for SupportVector Machines, 2001. [Online]. Available: http://www.csie.ntu.edu.tw/~cjlin/libsvm.
22. B. Li, A. Ghose, and P. G. Ipeirotis, "Towards a theory model for product search," in Proc. 20th Int. Conf. World Wide Web, 2011.
23. A. C. Gallagher and T. Chen, "Understanding images of groups of people," in Proc. IEEE Conf. Comput. Vision and Pattern Recognition, 2009.
24. G.Wang, A. Gallagher, J. Luo, and D. Forsyth, "Seeing people in social context: Recognizing people and social relationships," in Proc. Eur. Conf. Comput. Vision, 2010.
25. Y. Li, D. J. Crandall, and D. P. Huttenlocher, "Landmark classification in large-scale image collections," in Proc. IEEE Int. Conf. Comput. Vision, 2009.
26. J. O. Berger, Statistical Decision Theory and Bayesian Analysis. New York, NY, USA: Springer, 1985.
27. Mairie de Paris. [Online]. Available: http://www.paris.fr/.