{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,9]],"date-time":"2026-04-09T20:43:25Z","timestamp":1775767405441,"version":"3.50.1"},"reference-count":18,"publisher":"IEEE","license":[{"start":{"date-parts":[[2011,6,1]],"date-time":"2011-06-01T00:00:00Z","timestamp":1306886400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2011,6,1]],"date-time":"2011-06-01T00:00:00Z","timestamp":1306886400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2011,6]]},"DOI":"10.1109\/icsdm.2011.5968122","type":"proceedings-article","created":{"date-parts":[[2011,8,3]],"date-time":"2011-08-03T21:49:25Z","timestamp":1312408165000},"page":"16-20","source":"Crossref","is-referenced-by-count":0,"title":["Study and analysis of temporal data using Hidden Markov models"],"prefix":"10.1109","author":[{"given":"Kahina","family":"Ghidouche","sequence":"first","affiliation":[{"name":"Université A. MIRA de Bejaia Route de Targua Ouzemour, 06000, Béjaia, Algérie"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tahar","family":"Kechadi","sequence":"additional","affiliation":[{"name":"School of Computer Science and Informatics, University College Dublin (UCD), Belfield, Dublin 4, Ireland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"A. Kamel","family":"Tari","sequence":"additional","affiliation":[{"name":"Université A. MIRA de Bejaia Route de Targua Ouzemour, 06000, Béjaia, Algérie"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref10","year":"0","journal-title":"centre hospitalier régional universitaire de Lille de France"},{"key":"ref11","article-title":"K-means, k-medians and k-modes: Special cases of partitioning multi-way data","author":"chaturvedi","year":"1994","journal-title":"The Classification Society of North America (CSNA) Meeting Presentation"},{"key":"ref12","article-title":"Discovering Clusters in Motion Time-Series Data","author":"jonathan","year":"2003","journal-title":"IEEE CVPR"},{"key":"ref13","author":"oates","year":"2001","journal-title":"Clustering Time Series with Hidden Markov Models and Dynamic Time Warping"},{"key":"ref14","first-page":"561","author":"bernhard","year":"2003","journal-title":"Model-based clustering with Hidden Markov Models and its application to financial time-series data"},{"key":"ref15","author":"jounihelske","year":"2010","journal-title":"MINIMUM DESCRIPTION LENGTH BASED HIDDEN MARKOV MODEL CLUSTERING FOR LIFE SEQUENCE ANALYSIS"},{"key":"ref16","first-page":"164","article-title":"A maximization technique occurring in the statistical analysis of probabilistic functions of markov chains","volume":"4","author":"dbnv nj","year":"1970","journal-title":"The Annuals of Mathematical Statistics"},{"key":"ref17","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1111\/j.2517-6161.1977.tb01600.x","article-title":"Maximum likelihood from incomplete data via the EM algorithm","author":"dempster","year":"1977","journal-title":"J Royal Statistical Society Series B (Methodological)"},{"key":"ref18","author":"ghahramani","year":"1995","journal-title":"Factorial Hidden Markov Models"},{"key":"ref4","first-page":"441","article-title":"Speaker-independent phone modelling-based on speaker-dependent hmm's composition and clustering","author":"kosaka","year":"1995","journal-title":"Proceedings of the Twentieth International Conference on Acoustics Speech and Signal Processing"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/29.60082"},{"key":"ref6","first-page":"648","article-title":"Clustering sequences with hidden Markov models","author":"smyth","year":"1997","journal-title":"Advances in Neural Information Processing"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-48412-4_17"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.1989.266451"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.1967.1054010"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/89.496219"},{"key":"ref1","first-page":"73:360","article-title":"An inequality with application to statistical estimation for probabilistic function of Markov processes to a model for ecology","author":"baum-walch","year":"1967","journal-title":"Bulletin of the American Mathematical Society"},{"key":"ref9","article-title":"Unsupervised classification on temporal data","author":"cen","year":"1998","journal-title":"Survey paper Department of Computer Science Vanderbilt University"}],"event":{"name":"2011 IEEE International Conference on Spatial Data Mining and Geographical Knowledge Services (ICSDM)","location":"Fuzhou, China","start":{"date-parts":[[2011,6,29]]},"end":{"date-parts":[[2011,7,1]]}},"container-title":["Proceedings 2011 IEEE International Conference on Spatial Data Mining and Geographical Knowledge Services"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx5\/5958522\/5968118\/05968122.pdf?arnumber=5968122","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,9]],"date-time":"2026-04-09T19:43:05Z","timestamp":1775763785000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/5968122\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2011,6]]},"references-count":18,"URL":"https:\/\/doi.org\/10.1109\/icsdm.2011.5968122","relation":{},"subject":[],"published":{"date-parts":[[2011,6]]}}}