{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,3]],"date-time":"2025-10-03T12:58:44Z","timestamp":1759496324038},"publisher-location":"California","reference-count":0,"publisher":"International Joint Conferences on Artificial Intelligence Organization","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018,7]]},"abstract":"<jats:p>Clustering is a compression task which consists in grouping similar objects into clusters. \n\nIn real-life applications, the system may have access to several views of the same data and each view may be processed by a specific clustering algorithm: this framework is called multi-view clustering and can benefit from algorithms capable of exchanging information between the different views. \n\nIn this paper, we consider this type of unsupervised ensemble learning as a compression problem and develop a theoretical framework based on algorithmic theory of information suitable for multi-view clustering and collaborative clustering applications. \n\nUsing this approach, we propose a new algorithm based on solid theoretical basis, and test it on several real and artificial data sets.<\/jats:p>","DOI":"10.24963\/ijcai.2018\/358","type":"proceedings-article","created":{"date-parts":[[2018,7,5]],"date-time":"2018-07-05T01:49:10Z","timestamp":1530755350000},"page":"2581-2587","source":"Crossref","is-referenced-by-count":6,"title":["An Information Theory based Approach to Multisource Clustering"],"prefix":"10.24963","author":[{"given":"Pierre-Alexandre","family":"Murena","sequence":"first","affiliation":[{"name":"LTCI - T\u00e9l\u00e9com ParisTech, Paris, France"},{"name":"UMR MIA-Paris, AgroParisTech, INRA, Universit\u00e9 Paris-Saclay, Paris, France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"J\u00e9r\u00e9mie","family":"Sublime","sequence":"additional","affiliation":[{"name":"LISITE laboratory - RDI team, ISEP, 10 rue de Vanves, Issy-les-Moulineaux, France"},{"name":"Universit\u00e9 Paris 13 - Sorbonne Paris Cit\u00e9, LIPN - CNRS UMR 7030, Villetaneuse, France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Basarab","family":"Matei","sequence":"additional","affiliation":[{"name":"Universit\u00e9 Paris 13 - Sorbonne Paris Cit\u00e9, LIPN - CNRS UMR 7030, Villetaneuse, France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Antoine","family":"Cornu\u00e9jols","sequence":"additional","affiliation":[{"name":"UMR MIA-Paris, AgroParisTech, INRA, Universit\u00e9 Paris-Saclay, Paris, France"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"10584","event":{"number":"27","sponsor":["International Joint Conferences on Artificial Intelligence Organization (IJCAI)"],"acronym":"IJCAI-2018","name":"Twenty-Seventh International Joint Conference on Artificial Intelligence {IJCAI-18}","start":{"date-parts":[[2018,7,13]]},"theme":"Artificial Intelligence","location":"Stockholm, Sweden","end":{"date-parts":[[2018,7,19]]}},"container-title":["Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence"],"original-title":[],"deposited":{"date-parts":[[2018,7,5]],"date-time":"2018-07-05T01:51:54Z","timestamp":1530755514000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.ijcai.org\/proceedings\/2018\/358"}},"subtitle":[],"proceedings-subject":"Artificial Intelligence Research Articles","short-title":[],"issued":{"date-parts":[[2018,7]]},"references-count":0,"URL":"https:\/\/doi.org\/10.24963\/ijcai.2018\/358","relation":{},"subject":[],"published":{"date-parts":[[2018,7]]}}}