Social itinerary recommendation from user-generated digital trails

Personal and Ubiquitous Computing

Volumn 16, Issue 5, 2012, Pages 469-484

  Yoon, Hyoseok ^a   Zheng, Yu ^b   Xie, Xing ^b   Woo, Woontack ^a  

^a Gwangju Institute of Science and Technology (GIST)   (South Korea)

^b MICROSOFT RESEARCH ASIA   (China)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMIC LEVELS; BEIJING , CHINA; GPS TRAJECTORIES; PERSONALIZATIONS; RECOMMENDATION METHODS; RECOMMENDATION PERFORMANCE; USER PERCEPTIONS; USER QUERY; USER STUDY;

UBIQUITOUS COMPUTING;

TRAJECTORIES;

EID: 84864632935     PISSN: 16174909     EISSN: None     Source Type: Journal    
DOI: 10.1007/s00779-011-0419-8     Document Type: Conference Paper

References (38)

1. Ardissono L, Goy A, Petrone G, Segnan M (2005) A multi-agent infrastructure for developing personalized web-based systems. ACM Trans Internet Tech 5:47-69. doi:10.1145/1052934.1052936
2. Ashbrook D, Starner T (2003) Using GPS to learn significant locations and predict movement across multiple users. Pers Ubiquit Comput 7:275-286. doi:10.1007/s00779-003-0240-0
3. Cao L, Krumm J (2009) From GPS traces to a routable road map. In: Proceedings of GIS 2009, pp 3-12. doi:10.1145/1653771. 1653776
4. Chodhury MD, Feldman M, Amer-Yahia S, Golbandi N, Lempel R, Yu C (2010) Automatic construction of travel itineraries using social breadcrumbs. In: Proceedings of HT 2010, pp 35-44. doi: 10.1145/1810617.1810626
5. Dunstall S, Horn MET, Kilby P, Krishnamoorthy M, Owens B, Sier D, Thiebaux S (2003) An automated itinerary planning system for holiday travel. Inf Technol Tour 6:195-210
6. GeoLife GPS Trajectories (2010) http://bit.ly/bd78Rt, http://bit. ly/gY2JHq
7. Giannotti F, Nanni M, Pinelli F, Pedreschi D (2007) Trajectory pattern mining. In: Proceedings of KDD 2007, pp 330-339. doi: 10.1145/1281192.1281230
8. Girardin F, Calabrese F, Flore F, Ratti C, Blat J (2008) Digital footprinting: uncovering tourists with user-generated content. IEEE Pervas Comput 7:36-43. doi:10.1109/MPRV.2008.71
9. Haversine Formula (2010) http://en.wikipedia.org/wiki/Haver sine-formula. Accessed 24 Nov 2010
10. Hollenstein L, Purves R (2010) Exploring place through usergenerated content: using Flickr to describe city cores. J Spat Inf Sci 1:21-48. doi:10.5311/JOSIS.2010.1.3
11. Huang Y, Bian L (2009) A Bayesian network and analytic hierarchy process based personalized recommendations for tourist attractions over the Internet. Expert Syst Appl 36:933-943. doi: 10.1016/j.eswa.2007.10.019
12. Kim J, Kim H, Ryu JH (2009) TripTip: a trip planning service with tag-based recommendation. In: Proceedings of CHI EA, pp 3467-3472. doi:10.1145/1520340.1520504
13. Krumm J (2010) Where will they turn: predicting turn proportions at intersections. Pers Ubiquit Comput 14:591-599. doi: 10.1007/s00779-009-0248-1
14. Kumar P, Singh V, Reddy D (2005) Advanced traveler information system for Hyderabad city. IEEE Trans Intell Transp 6:26-37. doi:10.1109/TITS.2004.838179
15. Li Q, Zheng Y, Xie X, Chen Y, Liu W, Ma WY (2008) Mining user similarity based on location history. In: Proceedings of GIS 2008, pp 1-10. doi:10.1145/1463434.1463477
16. Monreale A, Pinelli F, Trasarti R, Giannotti F (2009) WhereNext: a location predictor on trajectory pattern mining. In: Proceedings of KDD 2009, pp. 637-646. doi:10.1145/1557019.1557091
17. Stabb S, Werther H, Ricci F, Zipf A, Gretzel U, Fesenmaier D, Paris C, Knoblock C (2002) Intelligent systems for tourism. IEEE Intell Syst 17:53-66. doi:10.1109/MIS.2002.1134362
18. Spherical Law of Cosines (2010) http://en.wikipedia.org/wiki/Spherical- law-of-cosine. Accessed 24 Nov 2010
19. Suh Y, Shin C, Woo W (2009) A mobile phone guide: Spatial, personal, and social experience for cultural heritage. IEEE Trans Consum Electr 55:2356-2364. doi:10.1109/TCE.2009.5373810
20. Suh Y, Shin C, Dow S, MacIntyre B, Woo W (2010) Enhancing and evaluating users' social experience with a mobile phone guide applied to cultural heritage. Pers Ubiquit Comput 1-17 (online first). doi:10.1007/s00779-010-0344-2
21. Tai CH, Yang DN, Lin LT, Chen MS (2008) Recommending personalized scenic itinerary with geo-tagged photos. In: Proceedings of ICME 2008, pp 1209-1212. doi:10.1109/ICME. 2008.4607658
22. Takeuchi Y, Sugimoto M (2009) A user-adaptive city guide system with an unobtrusive navigation interface. Pers Ubiquit Comput 13:119-132. doi:10.1007/s00779-007-0192-x
23. Werthner H (2003) Intelligent systems in travel and tourism. In: Proceedings of IJCAI 2003, pp 1620-1628
24. Yoon H, Woo W (2009) CAMAR mashup: empowering end-user participation in U-VR environment. In: Proceedings of ISUVR 2009, pp 33-36. doi:10.1109/ISUVR. 2009.22
25. Yoon H, Zheng Y, Xie X, Woo W (2010) Smart itinerary recommendation based on user-generated GPS trajectories. In: Proceedings of UIC 2010, pp 19-34. doi:10.1007/978-3-642-16355-5-5
26. Zhang D, Guo B, Li B, Yu Z (2010) Extracting social and community intelligence from digital footprints: an emerging research area. In: Proceedings of UIC 2010, pp 4-18. doi: 10.1007/978-3-642-16355-5-4
27. Zheng VW, Zheng Y, Xie X, Yang Q (2010) Collaborative location and activity recommendations with GPS history data. In: Proceedings of WWW 2010, pp 1029-1038. doi:10.1145/1772690.1772795
28. Zheng VW, Cao B, Zheng Y, Xie X, Yang Q (2010) Collaborative filtering meets mobile recommendation. In: Proceedings of AAAI 2010, pp 238-241
29. Zheng Y, Wang L, Zhang R, Xie X, Ma WY (2008) GeoLife: managing and understanding your past life over maps. In: Proceedings of MDM 2008, pp 211-212. doi:10.1109/MDM.2008.20
30. Zheng Y, Li Q, Chen Y, Xie X, Ma WY (2008) Understanding mobility based on GPS data. In: Proceedings of Ubicomp 2008, pp 312-321. doi:10.1145/1409635. 1409677
31. Zheng Y, Liu L, Wang L, Xie X (2008) Learning transportation mode from raw GPS data for geographic applications on the web. In: Proceedings of WWW 2008, pp 247-256. doi:10.1145/1367497.1367532
32. Zheng Y, Chen Y, Xie X, Ma WY (2009) GeoLife2.0: a locationbased social networking service. In: Proceedings of MDM 2009, pp 357-358. doi:10.1109/MDM.2009.50
33. Zheng Y, Zhang L, Xie X, Ma WY (2009) Mining interesting locations and travel sequences from GPS trajectories. In: Proceedings of WWW 2009, pp 791-800. doi:10.1145/1526709. 1526816
34. Zheng Y, Zhang L, Xie X, Ma WY (2009) Mining correlation between locations using human location history. In: Proceedings of GIS 2009, pp 472-475. doi:10.1145/1653771.1653847
35. Zheng Y, Chen Y, Li Q, Xie X, Ma WY (2010) Understanding transportation modes based on GPS data for web applications. ACM Trans Web 4:1-36. doi:10.1145/1658373.1658374
36. Zheng Y, Xie X, Ma WY (2010) GeoLife: a collaborative social networking service among user, location and trajectory. IEEE Data Eng Bull 33:32-39
37. Zheng Y, Xie X (2011) Learning travel recommendations from user-generated GPS traces. ACM Trans Intell Syst Technol 2:1-29. doi:10.1145/1889681.1889683
38. Zheng Y, Zhang L, Ma Z, Xie X, Ma WY (2011) Recommending friends and locations based on individual location history. ACM Trans Web 5:1-44. doi:10.1145/1921591.1921596