{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,18]],"date-time":"2025-11-18T12:17:31Z","timestamp":1763468251532,"version":"3.40.5"},"publisher-location":"Cham","reference-count":33,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319155814"},{"type":"electronic","value":"9783319155821"}],"license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2015]]},"DOI":"10.1007\/978-3-319-15582-1_6","type":"book-chapter","created":{"date-parts":[[2015,1,24]],"date-time":"2015-01-24T09:50:33Z","timestamp":1422093033000},"page":"84-103","source":"Crossref","is-referenced-by-count":5,"title":["Discovering Latent Semantic Structure in Human Mobility Traces"],"prefix":"10.1007","author":[{"given":"Budhaditya","family":"Deb","sequence":"first","affiliation":[]},{"given":"Prithwish","family":"Basu","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"key":"6_CR1","first-page":"993","volume":"3","author":"D.M. Blei","year":"2003","unstructured":"Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent dirichlet allocation. J. Mach. Learn. Res.\u00a03, 993\u20131022 (2003)","journal-title":"J. Mach. Learn. Res."},{"issue":"1","key":"6_CR2","first-page":"31","volume":"18","author":"P.F. Brown","year":"1992","unstructured":"Brown, P.F., Pietra, V.J.D., Mercer, R.L., Pietra, S.A.D., Lai, J.C.: An estimate of an upper bound for the entropy of english. Comput. Linguist.\u00a018(1), 31\u201340 (1992)","journal-title":"Comput. Linguist."},{"key":"6_CR3","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"97","DOI":"10.1007\/978-3-642-21726-5_7","volume-title":"Pervasive Computing","author":"S. Buthpitiya","year":"2011","unstructured":"Buthpitiya, S., Zhang, Y., Dey, A.K., Griss, M.: n-gram geo-trace modeling. In: Lyons, K., Hightower, J., Huang, E.M. (eds.) Pervasive 2011. LNCS, vol.\u00a06696, pp. 97\u2013114. Springer, Heidelberg (2011)"},{"key":"6_CR4","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/1961189.1961199","volume":"2","author":"C.-C. Chang","year":"2011","unstructured":"Chang, C.-C., Lin, C.-J.: Libsvm: A library for support vector machines. ACM Transactions on Intelligent Systems and Technology\u00a02, 1\u201327 (2011), http:\/\/www.csie.ntu.edu.tw\/~cjlin\/libsvm","journal-title":"ACM Transactions on Intelligent Systems and Technology"},{"key":"6_CR5","doi-asserted-by":"publisher","first-page":"34","DOI":"10.1145\/2536689.2536806","volume-title":"Proceedings of the 6th ACM SIGSPATIAL International Workshop on Location-Based Social Networks, LBSN 2013","author":"C. Coffey","year":"2013","unstructured":"Coffey, C., Pozdnoukhov, A.: Temporal decomposition and semantic enrichment of mobility flows. In: Proceedings of the 6th ACM SIGSPATIAL International Workshop on Location-Based Social Networks, LBSN 2013, pp. 34\u201343. ACM, New York (2013)"},{"key":"6_CR6","doi-asserted-by":"crossref","unstructured":"Cortes, C., Vapnik, V.: Support-vector networks. In: Machine Learning, pp. 273\u2013297 (1995)","DOI":"10.1007\/BF00994018"},{"key":"6_CR7","unstructured":"Eagle, N., Pentland, A.: Eigenbehaviors: Identifying structure in routine. In: Joint Conference on Pervasive and Ubiquitous Computing (2006)"},{"issue":"4","key":"6_CR8","doi-asserted-by":"publisher","first-page":"255","DOI":"10.1007\/s00779-005-0046-3","volume":"10","author":"N. Eagle","year":"2006","unstructured":"Eagle, N., Pentland, A.(S.): Reality mining: sensing complex social systems. Personal Ubiquitous Comput.\u00a010(4), 255\u2013268 (2006)","journal-title":"Personal Ubiquitous Comput."},{"issue":"1","key":"6_CR9","doi-asserted-by":"publisher","first-page":"47","DOI":"10.1016\/S0303-2647(97)00080-4","volume":"46","author":"W. Ebeling","year":"1998","unstructured":"Ebeling, W., Frommel, C.: Entropy and predictability of information carriers. Biosystems\u00a046(1), 47\u201355 (1998)","journal-title":"Biosystems"},{"key":"6_CR10","doi-asserted-by":"crossref","unstructured":"Farrahi, K., Gatica-Perez, D.: Discovering routines from large-scale human locations using probabilistic topic models. ACM Trans. Intell. Syst. Technol. 2(1), 3:1\u20133:27 (2011)","DOI":"10.1145\/1889681.1889684"},{"key":"6_CR11","doi-asserted-by":"crossref","unstructured":"Gambs, S., Killijian, M.-O., del Prado Cortez, M.N.N.: Next place prediction using mobility markov chains. In: First Workshop on Measurement, Privacy, and Mobility, MPM 2012, pp. 3:1\u20133:6. ACM, New York (2012)","DOI":"10.1145\/2181196.2181199"},{"key":"6_CR12","doi-asserted-by":"crossref","unstructured":"Gao, W., Cao, G.: Fine-grained mobility characterization: Steady and transient state behaviors. In: in Proceedings of Mobihoc (2010)","DOI":"10.1145\/1860093.1860103"},{"issue":"7196","key":"6_CR13","doi-asserted-by":"publisher","first-page":"779","DOI":"10.1038\/nature06958","volume":"453","author":"M.C. Gonzalez","year":"2008","unstructured":"Gonzalez, M.C., Hidalgo, C.A., Barabasi, A.-L.: Understanding individual human mobility patterns. Nature\u00a0453(7196), 779\u2013782 (2008)","journal-title":"Nature"},{"key":"6_CR14","unstructured":"Griffiths, T.L., Steyvers, M., Blei, D.M., Tenenbaum, J.B.: Integrating topics and syntax. In: In Advances in Neural Information Processing Systems 17, pp. 537\u2013544. MIT Press (2005)"},{"key":"6_CR15","doi-asserted-by":"publisher","first-page":"2007","DOI":"10.1037\/0033-295X.114.2.211","volume":"114","author":"T.L. Griffiths","year":"2007","unstructured":"Griffiths, T.L., Tenenbaum, J.B., Steyvers, M.: Topics in semantic representation. Psychological Review\u00a0114 (2007)","journal-title":"Psychological Review"},{"key":"6_CR16","doi-asserted-by":"crossref","unstructured":"Hofmann, T.: Probabilistic latent semantic analysis. In: Uncertainty in Artificial Intelligence, UAI, pp. 289\u2013296 (1999)","DOI":"10.1145\/312624.312649"},{"key":"6_CR17","unstructured":"Wang, B.P.J.: Periodicity based next place prediction. In: Procedings of Mobile Data Challenge by Nokia Workshop at the Tenth International Conference on Pervasive Computing (2012)"},{"key":"6_CR18","doi-asserted-by":"crossref","unstructured":"Laurila, J.K., Gatica-Perez, D., Aad, I., Blom, J., Bornet, O., Do, T., Dousse, O., Eberle, J., Miettinen, M.: The mobile data challenge: Big data for mobile computing research. In: Mobile Data Challenge by Nokia Workshop, Newcastle, UK (2012)","DOI":"10.1016\/j.pmcj.2013.10.001"},{"key":"6_CR19","unstructured":"Nguyen, L.T., Heng-Tze, C., Pang, W., Senaka, B., Jiang, Z., Ying, Z.: Pnlum: System for prediction of next location for users with mobility. In: Mobile Data Challenge by Nokia Workshop at the Tenth International Conference on Pervasive Computing (2012)"},{"key":"6_CR20","unstructured":"Leguay, J., Lindgren, A., Scott, J., Friedman, T., Crowcroft, J., Hui, P.: CRAWDAD trace set upmc\/content\/imote (v. 2006-11-17) (November 2006), http:\/\/crawdad.cs.dartmouth.edu\/upmc\/content\/imote"},{"issue":"1","key":"6_CR21","doi-asserted-by":"publisher","first-page":"119","DOI":"10.1177\/0278364907073775","volume":"26","author":"L. Liao","year":"2007","unstructured":"Liao, L., Fox, D., Kautz, H.: Extracting places and activities from gps traces using hierarchical conditional random fields. Int. J. Rob. Res.\u00a026(1), 119\u2013134 (2007)","journal-title":"Int. J. Rob. Res."},{"key":"6_CR22","doi-asserted-by":"crossref","unstructured":"Losada, D., Azzopardi, L.: Assessing multi-variate bernoulli models for information retrieval. ACM Transactions on Information Systems\u00a026(3) (2008)","DOI":"10.1145\/1361684.1361690"},{"key":"6_CR23","unstructured":"McDiarmid, A., Irvine, J., Bell, S., Banford, J.: CRAWDAD data set strath\/nodobo (v. 2011-03-23) (March 2011), http:\/\/crawdad.cs.dartmouth.edu\/strath\/nodobo"},{"key":"6_CR24","unstructured":"Nahrstedt, K., Vu, L.: CRAWDAD data set uiuc\/uim (v. 2012-01-24) (January 2012), http:\/\/crawdad.cs.dartmouth.edu\/uiuc\/uim"},{"key":"6_CR25","doi-asserted-by":"crossref","unstructured":"Nguyen, T., Phung, D., Gupta, S., Venkatesh, S.: Extraction of latent patterns and contexts from social honest signals using hierarchical dirichlet processes. In: IEEE International Conference on Pervasive Computing and Communications (PerCom), pp. 47\u201355 (2013)","DOI":"10.1109\/PerCom.2013.6526713"},{"key":"6_CR26","doi-asserted-by":"crossref","unstructured":"Parent, C., Spaccapietra, S., Renso, C., Andrienko, G., Andrienko, N., Bogorny, V., Damiani, M.L., Gkoulalas-divanis, A., Macedo, J., Pelekis, N., Theodoridis, Y., Yan, Z.: Semantic trajectories modeling and analysis. ACM Computing Surveys (2012)","DOI":"10.1145\/2501654.2501656"},{"key":"6_CR27","doi-asserted-by":"crossref","unstructured":"Rabiner, L.R.: A tutorial on hidden markov models and selected applications in speech recognition. Proceedings of the IEEE, 257\u2013286 (1989)","DOI":"10.1109\/5.18626"},{"issue":"5968","key":"6_CR28","doi-asserted-by":"publisher","first-page":"1018","DOI":"10.1126\/science.1177170","volume":"327","author":"C. Song","year":"2010","unstructured":"Song, C., Qu, Z., Blumm, N., Barabasi, A.: Limits of predictability in human mobility. Science\u00a0327(5968), 1018\u20131021 (2010)","journal-title":"Science"},{"issue":"4","key":"6_CR29","doi-asserted-by":"publisher","first-page":"64","DOI":"10.1145\/965732.965747","volume":"7","author":"L. Song","year":"2003","unstructured":"Song, L., Kotz, D., Jain, R., He, X.: Evaluating location predictors with extensive wi-fi mobility data. SIGMOBILE Mob. Comput. Commun. Rev.\u00a07(4), 64\u201365 (2003)","journal-title":"SIGMOBILE Mob. Comput. Commun. Rev."},{"key":"6_CR30","unstructured":"Srinivasan, V., Natarajan, A., Motani, M.: CRAWDAD data set nus\/bluetooth (v. 2007-09-03) (September 2007), http:\/\/crawdad.cs.dartmouth.edu\/nus\/bluetooth"},{"key":"6_CR31","unstructured":"Vincent Etter, E.K., Kafsi, M.: Been there, done that: What your mobility traces reveal about your behavior. In: Mobile Data Challenge by Nokia: Workshop at 10th International Conference on Pervasive Computing (2012)"},{"key":"6_CR32","first-page":"34","volume-title":"19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, GIS 2011","author":"J.J.-C. Ying","year":"2011","unstructured":"Ying, J.J.-C., Lee, W.-C., Weng, T.-C., Tseng, V.S.: Semantic trajectory mining for location prediction. In: 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, GIS 2011, pp. 34\u201343. ACM, New York (2011)"},{"key":"6_CR33","first-page":"312","volume-title":"10th International Conference on Ubiquitous Computing, UbiComp 2008","author":"Y. Zheng","year":"2008","unstructured":"Zheng, Y., Li, Q., Chen, Y., Xie, X., Ma, W.-Y.: Understanding mobility based on gps data. In: 10th International Conference on Ubiquitous Computing, UbiComp 2008, pp. 312\u2013321. ACM, New York (2008)"}],"container-title":["Lecture Notes in Computer Science","Wireless Sensor Networks"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-15582-1_6","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,17]],"date-time":"2025-05-17T18:57:54Z","timestamp":1747508274000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-15582-1_6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"ISBN":["9783319155814","9783319155821"],"references-count":33,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-15582-1_6","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2015]]}}}