{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,11]],"date-time":"2025-11-11T13:06:57Z","timestamp":1762866417591},"reference-count":17,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2014,6,6]],"date-time":"2014-06-06T00:00:00Z","timestamp":1402012800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Adv Data Anal Classif"],"published-print":{"date-parts":[[2015,6]]},"DOI":"10.1007\/s11634-014-0177-3","type":"journal-article","created":{"date-parts":[[2014,6,5]],"date-time":"2014-06-05T14:21:22Z","timestamp":1401978082000},"page":"177-196","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["Enhancing the selection of a model-based clustering with external categorical variables"],"prefix":"10.1007","volume":"9","author":[{"given":"Jean-Patrick","family":"Baudry","sequence":"first","affiliation":[]},{"given":"Margarida","family":"Cardoso","sequence":"additional","affiliation":[]},{"given":"Gilles","family":"Celeux","sequence":"additional","affiliation":[]},{"given":"Maria Jos\u00e9","family":"Amorim","sequence":"additional","affiliation":[]},{"given":"Ana Sousa","family":"Ferreira","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2014,6,6]]},"reference":[{"key":"177_CR1","unstructured":"Bache K, Lichman M (2013) UCI machine learning repository http:\/\/archive.ics.uci.edu\/ml . Irvine, CA: University of California, School of Information and Computer Sciences"},{"key":"177_CR2","unstructured":"Baudry J-P (2009) Model selection for clustering. Choosing the number of classes. PhD thesis, Univ. Paris-Sud. http:\/\/tel.archives-ouvertes.fr\/tel-00461550\/fr\/"},{"key":"177_CR3","unstructured":"Baudry J-P (2012) Estimation and model selection for model-based clustering with the conditional classification likelihood. Math Stat Theory. arXIV:1205.4123 (preprint)"},{"key":"177_CR4","doi-asserted-by":"crossref","first-page":"719","DOI":"10.1109\/34.865189","volume":"22","author":"C Biernacki","year":"2000","unstructured":"Biernacki C, Celeux G, Govaert G (2000) Assessing a mixture model for clustering with the integrated completed likelihood. IEEE Trans PAMI 22:719\u2013725","journal-title":"IEEE Trans PAMI"},{"issue":"2","key":"177_CR5","doi-asserted-by":"crossref","first-page":"587","DOI":"10.1016\/j.csda.2005.12.015","volume":"51","author":"C Biernacki","year":"2006","unstructured":"Biernacki C, Celeux G, Govaert G, Langrognet F (2006) Model-based cluster and discriminant analysis with the mixmod software. Comput Stat Data Anal 51(2):587\u2013600","journal-title":"Comput Stat Data Anal"},{"issue":"3","key":"177_CR6","doi-asserted-by":"crossref","first-page":"417","DOI":"10.1071\/ZO9740417","volume":"22","author":"N Campbell","year":"1974","unstructured":"Campbell N, Mahon R (1974) A multivariate study of variation in two species of rock crab of the genus leptograpsus. Aust J Zool 22(3):417\u2013425","journal-title":"Aust J Zool"},{"issue":"5","key":"177_CR7","doi-asserted-by":"crossref","first-page":"781","DOI":"10.1016\/0031-3203(94)00125-6","volume":"28","author":"G Celeux","year":"1995","unstructured":"Celeux G, Govaert G (1995) Gaussian parsimonious clustering models. Pattern Recognit 28(5):781\u2013793","journal-title":"Pattern Recognit"},{"issue":"1","key":"177_CR8","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1111\/j.2517-6161.1977.tb01600.x","volume":"39","author":"A Dempster","year":"1977","unstructured":"Dempster A, Laird N, Rubin D (1977) Maximum likelihood from incomplete data via the EM-algorithm. J R Stat Soc Ser B 39(1):1\u201338","journal-title":"J R Stat Soc Ser B"},{"key":"177_CR9","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1111\/j.1469-1809.1936.tb02137.x","volume":"7","author":"R Fisher","year":"1936","unstructured":"Fisher R (1936) The use of multiple measurements in taxonomic problems. Ann Eugen 7:179\u2013188","journal-title":"Ann Eugen"},{"key":"177_CR10","doi-asserted-by":"crossref","unstructured":"Gordon A (1999) Classification, 2nd edn. Chapman and Hall\/CRC","DOI":"10.1201\/9781584888536"},{"issue":"3","key":"177_CR11","doi-asserted-by":"crossref","first-page":"309","DOI":"10.1111\/j.1467-9876.2012.01066.x","volume":"62","author":"C Hennig","year":"2013","unstructured":"Hennig C, Liao TF (2013) How to find an appropriate clustering for mixed-type variables with application to socio-economic stratification. J R Stat Soc Ser C (Applied Statistics) 62(3):309\u2013369","journal-title":"J R Stat Soc Ser C (Applied Statistics)"},{"issue":"1","key":"177_CR12","first-page":"49","volume":"62","author":"C Keribin","year":"2000","unstructured":"Keribin C (2000) Consistent estimation of the order of mixture models. Sankhya A 62(1):49\u201366","journal-title":"Sankhya A"},{"key":"177_CR13","unstructured":"Lebret R, Iovleff S, Langrognet F, Biernacki C, Celeux G, Govaert G (2012) Rmixmod: the r package of the model-based unsupervised, supervised and semi-supervised classification mixmod library. http:\/\/cran.r-project.org\/web\/packages\/Rmixmod\/index.html"},{"key":"177_CR14","doi-asserted-by":"crossref","DOI":"10.1002\/9780470191613","volume-title":"The EM-algorithm and extensions","author":"G McLachlan","year":"2008","unstructured":"McLachlan G, Krishnan T (2008) The EM-algorithm and extensions, 2nd edn. Wiley, New York","edition":"2"},{"key":"177_CR15","doi-asserted-by":"crossref","DOI":"10.1002\/0471721182","volume-title":"Finite mixture models","author":"G McLachlan","year":"2000","unstructured":"McLachlan G, Peel D (2000) Finite mixture models. Wiley, New York"},{"issue":"439","key":"177_CR16","doi-asserted-by":"crossref","first-page":"894","DOI":"10.1080\/01621459.1997.10474044","volume":"92","author":"K Roeder","year":"1997","unstructured":"Roeder K, Wasserman L (1997) Practical bayesian density estimation using mixtures of normals. J Am Stat Assoc 92(439):894\u2013902","journal-title":"J Am Stat Assoc"},{"key":"177_CR17","doi-asserted-by":"crossref","first-page":"461","DOI":"10.1214\/aos\/1176344136","volume":"6","author":"G Schwarz","year":"1978","unstructured":"Schwarz G (1978) Estimating the dimension of a model. Ann Stat 6:461\u2013464","journal-title":"Ann Stat"}],"container-title":["Advances in Data Analysis and Classification"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11634-014-0177-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11634-014-0177-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11634-014-0177-3","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,5,27]],"date-time":"2024-05-27T10:05:22Z","timestamp":1716804322000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11634-014-0177-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,6,6]]},"references-count":17,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2015,6]]}},"alternative-id":["177"],"URL":"https:\/\/doi.org\/10.1007\/s11634-014-0177-3","relation":{},"ISSN":["1862-5347","1862-5355"],"issn-type":[{"value":"1862-5347","type":"print"},{"value":"1862-5355","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,6,6]]}}}