Predicting user locations and trajectories

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 8538, Issue , 2014, Pages 86-97

  Herder, Eelco ^a   Siehndel, Patrick ^a   Kawase, Ricardo ^a  

^a L3S RESEARCH CENTER   (Germany)

Author keywords

Geolocation; GPS; Mobility Patterns; Personalization

Indexed keywords

FORECASTING; GLOBAL POSITIONING SYSTEM; LOCATION; TELECOMMUNICATION SERVICES;

CORRELATION MEASURES; GEOLOCATIONS; HUMAN MOBILITY; LOCATION PREDICTION; MOBILITY PATTERN; PERSONALIZATIONS; PREDICTION TECHNIQUES; USER LOCATION;

LOCATION BASED SERVICES;

EID: 84927537638     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-319-08786-3_8     Document Type: Conference Paper

References (19)

1. Amini, S., Brush, A., Krumm, J., Teevan, J., Karlson, A.: Trajectory-aware mobile search. In: Proceedings of the 2012 ACM annual conference on Human Factors in Computing Systems, pp. 2561–2564. ACM (2012)
2. Ashbrook, D., Starner, T.: Using gps to learn significant locations and predict movement across multiple users. Personal and Ubiquitous Computing 7, 275–286 (2003)
3. Bellotti, V., Begole, B., Chi, E., Ducheneaut, N., Fang, J., Isaacs, E., King, T., Newman, M., Partridge, K., Price, B., et al.: Activity-based serendipitous recommendations with the magitti mobile leisure guide. In: Proceedings of the Twenty- Sixth Annual SIGCHI Conference on Human Factors in Computing Systems, pp. 1157–1166. ACM (2008)
4. Biagioni, J., Krumm, J.: Days of our lives: Assessing day similarity from location traces. In: Carberry, S., Weibelzahl, S., Micarelli, A., Semeraro, G. (eds.) UMAP 2013. LNCS, vol. 7899, pp. 89–101. Springer, Heidelberg (2013)
5. Brush, A.B., Krumm, J., Scott, J.: Exploring end user preferences for location obfuscation, location-based services, and the value of location. In: Proceedings of the 12th ACM International Conference on Ubiquitous Computing, Ubicomp 2010, pp. 95–104. ACM, New York (2010)
6. Cheng, Z., Caverlee, J., Lee, K.: You are where you tweet: a content-based approach to geo-locating twitter users. In: Proceedings of the 19th ACM International Conference on Information and Knowledge Management, CIKM 2010, pp. 759–768. ACM, New York (2010)
7. Cockburn, A., McKenzie, B.J.: What do web users do? an empirical analysis of web use. Int. J. Hum.-Comput. Stud. 54(6), 903–922 (2001)
8. Etter, V., Kafsi, M., Kazemi, E., Grossglauser, M., Thiran, P.: Where to go from here? mobility prediction from instantaneous information. Pervasive and Mobile Computing 9(6), 784–797 (2013)
9. Gonzalez, M.C., Hidalgo, C.A., Barabasi, A.L.: Understanding individual human mobility patterns. Nature 453(7196), 779–782 (2008)
10. Herder, E., Siehndel, P.: Daily and weekly patterns in human mobility. In: AUM 2012, Workshop on Augmented User Modeling. Extended Proceedings of UMAP 2012 (2012)
11. Joseph, K., Tan, C.H., Carley, K.M.: Beyond “local”, “categories” and “friends”: clustering foursquare users with latent “topics”. In: Proceedings of the 2012 ACM Conference on Ubiquitous Computing, UbiComp 2012, pp. 919–926. ACM, New York (2012)
12. Kawase, R., Papadakis, G., Herder, E., Nejdl, W.: Beyond the usual suspects: context-aware revisitation support. In: Hypertext, pp. 27–36 (2011)
13. Krumm, J., Brush, A.J.B.: Learning time-based presence probabilities. In: Lyons, K., Hightower, J., Huang, E.M. (eds.) Pervasive 2011. LNCS, vol. 6696, pp. 79–96. Springer, Heidelberg (2011)
14. Mokbel, M.F., Bao, J., Eldawy, A., Levandoski, J.J., Sarwat, M.: Personalization, socialization, and recommendations in location-based services 2.0. In: Proceedings of the PersDB 2001 Workshop (2011)
15. Obendorf, H., Weinreich, H., Herder, E., Mayer, M.: Web page revisitation revisited: Implications of a long-term click-stream study of browser usage. In: CHI, pp. 597–606 (2007)
16. Song, C., Qu, Z., Blumm, N., Barab´asi, A.L.: Limits of predictability in human mobility. Science 327(5968), 1018–1021 (2010)
17. Tauscher, L., Greenberg, S.: How people revisit web pages: empirical findings and implications for the design of history systems. Int. J. Hum.-Comput. Stud. 47(1), 97–137 (1997)
18. Teevan, J., Karlson, A., Amini, S., Brush, A.J.B., Krumm, J.: Understanding the importance of location, time, and people in mobile local search behavior. In: Proceedings of the 13th International Conference on Human Computer Interaction with Mobile Devices and Services, MobileHCI 2011, pp. 77–80. ACM, New York (2011)
19. Zheng, Y., Zhang, L., Xie, X., Ma, W.Y.: Mining interesting locations and travel sequences from gps trajectories. In: Proceedings of the 18th International Conference on World Wide Web, WWW 2009, pp. 791–800. ACM, New York (2009)