Mining moving patterns for predicting next location
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Y. Zheng, Y. Liu, J. Yuan, X. Xie, Urban computing with taxicabs, in: UbiComp, ACM, Beijing, 2011, pp. 89–98.
T. Liebig, C. Korner, M. May, Scalable sparse Bayesian network learning for spatial applications, in: ICDMW, IEEE, Pisa, 2008, pp. 420–425.
Z. Chen, H.T. Shen, X. Zhou, Discovering popular routes from trajectories, in: ICDE, 2011, pp. 900–911.
L.-Y. Wei, Y. Zheng, W.-C. Peng, Constructing popular routes from uncertain trajectories, in: SIGKDD, 2012, pp. 195–203.
J.-W. Son, A. Kim, S.-B. Park, et al., A location-based news article recommendation with explicit localized semantic analysis, in: SIGIR, ACM, Dublin, 2013, pp. 293–302.
J. Bao, Y. Zheng, M.F. Mokbel, Location-based and preference-aware recommendation using sparse geo-social networking data, in: GIS, ACM, California, 2012, pp. 199–208.
T. Kurashima, T. Iwata, G. Irie, K. Fujimura, Travel route recommendation using geotags in photo sharing sites, in: CIKM, 2010, pp. 579–588.
Chen, 2011, A personal route prediction system based on trajectory data mining, Inf. Sci., 181, 1264, 10.1016/j.ins.2010.11.035
H.-P. Hsieh, C.-T. Li, S.-D. Lin, Exploiting large-scale check-in data to recommend time-sensitive routes, in: UrbComp, 2012, pp. 55–62.
T. Kurashima, T. Iwata, T. Hoshide, N. Takaya, K. Fujimura, Geo topic model: joint modeling of user׳s activity area and interests for location recommendation, in: WSDM, 2013, pp. 375–384.
Z. Yin, L. Cao, J. Han, J. Luo, T. Huang, Diversified trajectory pattern ranking in geo-tagged social media, in: SDM, 2011, pp. 980–991.
G. Xue, Z. Li, H. Zhu, Y. Liu, Traffic-known urban vehicular route prediction based on partial mobility patterns, in: ICPADS, 2009, pp. 369–375.
H. Jeung, Q. Liu, H.T. Shen, X. Zhou, A hybrid prediction model for moving objects, in: ICDE, 2008, pp. 70–79.
A. Monreale, F. Pinelli, R. Trasarti, F. Giannotti, Wherenext: a location predictor on trajectory pattern mining, in: SIGKDD, 2009, pp. 637–646.
M. Morzy, Mining frequent trajectories of moving objects for location prediction, in: MLDM, 2007, pp. 667–680.
Z. Li, B. Ding, J. Han, R. Kays, P. Nye, Mining periodic behaviors for moving objects, in: SIGKDD, ACM, Washington, 2010, pp. 1099–1108.
Z. Chen, H.T. Shen, X. Zhou, Y. Zheng, X. Xie, Searching trajectories by locations: an efficiency study, in: SIGMOD, 2010, pp. 255–266.
J. Yuan, Y. Zheng, C. Zhang, W. Xie, X. Xie, G. Sun, Y. Huang, T-drive: driving directions based on taxi trajectories, in: GIS, 2010, pp. 99–108.
Froehlich, 2008, Route prediction from trip observations, Soc. Automot. Eng. Spec. Publ., 2193, 53
Alvarez-Garcia, 2010, Trip destination prediction based on past gps log using a hidden Markov model, Expert Syst. Appl., 37, 8166, 10.1016/j.eswa.2010.05.070
R. Simmons, B. Browning, Y. Zhang, V. Sadekar, Learning to predict driver route and destination intent, in: ITSC, 2006, pp. 127–132.
E. Horvitz, J. Krumm, Some help on the way: opportunistic routing under uncertainty, in: UbiComp, ACM, Pittsburgh, 2012, pp. 371–380.
J. Krumm, E. Horvitz, Predestination: inferring destinations from partial trajectories, in: UbiComp 2006: Ubiquitous Computing, Springer, California, 2006, pp. 243–260.
B.D. Ziebart, A.L. Maas, A.K. Dey, J.A. Bagnell, Navigate like a cabbie: probabilistic reasoning from observed context-aware behavior, in: UbiComp, ACM, Seoul, 2008, pp. 322–331.
V. Gogate, R. Dechter, B. Bidyuk, C. Rindt, J. Marca, Modeling transportation routines using hybrid dynamic mixed networks, arXiv preprint arXiv:1207.1384.
Y. Zheng, L. Zhang, X. Xie, W.-Y. Ma, Mining interesting locations and travel sequences from gps trajectories, in: WWW, 2009, pp. 791–800.
S. Hasan, X. Zhan, S.V. Ukkusuri, Understanding urban human activity and mobility patterns using large-scale location-based data from online social media, in: UrbComp, ACM, New York, 2013, p. 6.
J. Ye, Z. Zhu, H. Cheng, Whats your next move: user activity prediction in location-based social networks, in: SDM, 2013, pp. 171–179.
J.J.-C. Ying, W.-C. Lee, T.-C. Weng, V.S. Tseng, Semantic trajectory mining for location prediction, in: GIS, ACM, Chicago, 2011, pp. 34–43.
L. Chen, M.T. Özsu, V. Oria, Robust and fast similarity search for moving object trajectories, in: SIGMOD, ACM, Maryland, 2005, pp. 491–502.
Z. Li, J.-G. Lee, X. Li, J. Han, Incremental clustering for trajectories, in: DASFAA, Springer, Tsukuba, 2010, pp. 32–46.
M. Jahrer, A. Töscher, R. Legenstein, Combining predictions for accurate recommender systems, in: SIGKDD, 2010, pp. 693–702.
Gonzalez, 2008, Understanding individual human mobility patterns, Nature, 453, 779, 10.1038/nature06958
Ben-Elia, 2010, Which road do i take? a learning-based model of route-choice behavior with real-time information, Transp. Res. Part A: Policy Pract., 44, 249
L. Ertoz, M. Steinbach, V. Kumar, A new shared nearest neighbor clustering algorithm and its applications, in: SDM, 2002, pp. 105–115.