{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,26]],"date-time":"2025-03-26T16:55:06Z","timestamp":1743008106973,"version":"3.40.3"},"publisher-location":"Berlin, Heidelberg","reference-count":22,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642010439"},{"type":"electronic","value":"9783642010446"}],"license":[{"start":{"date-parts":[[2009,1,1]],"date-time":"2009-01-01T00:00:00Z","timestamp":1230768000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2009,1,1]],"date-time":"2009-01-01T00:00:00Z","timestamp":1230768000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2009]]},"DOI":"10.1007\/978-3-642-01044-6_3","type":"book-chapter","created":{"date-parts":[[2009,10,14]],"date-time":"2009-10-14T10:11:36Z","timestamp":1255515096000},"page":"33-44","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Clustering of High-Dimensional Data via Finite Mixture Models"],"prefix":"10.1007","author":[{"given":"Geoff J.","family":"McLachlan","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jangsun","family":"Baek","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2009,7,31]]},"reference":[{"key":"3_CR1_3","volume-title":"Mixtures of factor analyzers with common factor loadings for the clustering and visualization of high-dimensional data (Technical Report NI08020-HOP)","author":"J Baek","year":"2008","unstructured":"Baek, J., & McLachlan, G. J. (2008). Mixtures of factor analyzers with common factor loadings for the clustering and visualization of high-dimensional data (Technical Report NI08020-HOP). Preprint Series of the Isaac Newton Institute for Mathematical Sciences, Cambridge."},{"key":"3_CR2_3","doi-asserted-by":"publisher","first-page":"803","DOI":"10.2307\/2532201","volume":"49","author":"JD Banfield","year":"1993","unstructured":"Banfield, J. D., & Raftery, A. E. (1993). Model-based Gaussian and non-Gaussian clustering. Biometrics, 49, 803\u2013821.","journal-title":"Biometrics"},{"key":"3_CR3_3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/S0167-9473(99)00009-2","volume":"31","author":"D Coleman","year":"1999","unstructured":"Coleman, D., Dong, X., Hardin, J., Rocke, D., & Woodruff, D. (1999). Some computational issues in cluster analysis with no a priori metric. Computational Statistics and Data Analysis, 31, 1\u201311.","journal-title":"Computational Statistics and Data Analysis"},{"key":"3_CR4_3","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1111\/j.2517-6161.1977.tb01600.x","volume":"39","author":"AP Dempster","year":"1977","unstructured":"Dempster, A. P., Laird, N. M., & Rubin, D. B. (1977). Maximum likelihood from incomplete data via the EM algorithm (with discussion). Journal of the Royal Statistical Society: Series B, 39, 1\u201338.","journal-title":"Journal of the Royal Statistical Society: Series B"},{"key":"3_CR5_3","volume-title":"Clustering Algorithms","author":"J Hartigan","year":"1975","unstructured":"Hartigan, J. (1975). Clustering Algorithms. New York: Wiley."},{"key":"3_CR6_3","doi-asserted-by":"publisher","first-page":"183","DOI":"10.1016\/S0047-259X(02)00020-9","volume":"86","author":"C Hennig","year":"2003","unstructured":"Hennig, C. (2003). Clusters, outliers and regression: Fixed point clusters. Journal of Multivariate Analysis, 86, 183\u2013212.","journal-title":"Journal of Multivariate Analysis"},{"key":"3_CR7_3","doi-asserted-by":"publisher","first-page":"1313","DOI":"10.1214\/009053604000000571","volume":"32","author":"C Hennig","year":"2004","unstructured":"Hennig, C. (2004). Breakdown points for maximum likelihood-estimators of location-scale mixtures. Annals of Statistics, 32, 1313\u20131340.","journal-title":"Annals of Statistics"},{"key":"3_CR8_3","doi-asserted-by":"publisher","first-page":"65","DOI":"10.1109\/72.554192","volume":"8","author":"GE Hinton","year":"1997","unstructured":"Hinton, G. E., Dayan, P., & Revow, M. (1997). Modeling the manifolds of images of handwritten digits. IEEE Transactions on Neural Networks, 8, 65\u201373.","journal-title":"IEEE Transactions on Neural Networks"},{"key":"3_CR9_3","first-page":"199","volume-title":"Handbook of statistics","author":"GJ McLachlan","year":"1982","unstructured":"McLachlan, G. J. (1982). The classification and mixture maximum likelihood approaches to cluster analysis. In P. R. Krishnaiah, & L. Kanal (Eds.), Handbook of statistics (Vol.\u20092, pp.\u2009199\u2013208). Amsterdam: North-Holland."},{"key":"3_CR10_3","doi-asserted-by":"publisher","first-page":"5327","DOI":"10.1016\/j.csda.2006.09.015","volume":"51","author":"GJ McLachlan","year":"2007","unstructured":"McLachlan, G. J., Bean, R. W., & Ben-Tovim Jones, L. (2007). Extension of the mixture of factor analyzers model to incorporate the multivariate t distribution. Computational Statistics and Data Analysis, 51, 5327\u20135338.","journal-title":"Computational Statistics and Data Analysis"},{"key":"3_CR11_3","doi-asserted-by":"publisher","first-page":"413","DOI":"10.1093\/bioinformatics\/18.3.413","volume":"18","author":"GJ McLachlan","year":"2002","unstructured":"McLachlan, G. J., Bean, R. W., & Peel, D. (2002). A mixture model-based approach to the clustering of microarray expression data. Bioinformatics, 18, 413\u2013422.","journal-title":"Bioinformatics"},{"key":"3_CR12_3","doi-asserted-by":"crossref","DOI":"10.1002\/9780470191613","volume-title":"The EM algorithm and extensions","author":"GJ McLachlan","year":"2008","unstructured":"McLachlan, G. J., & Krishnan, T. (2008). The EM algorithm and extensions (2nd ed.). New York: Wiley.","edition":"2"},{"key":"3_CR13_3","doi-asserted-by":"publisher","DOI":"10.1002\/0471721182","volume-title":"Finite mixture models","author":"GJ McLachlan","year":"2000","unstructured":"McLachlan, G. J., & Peel, D. (2000). Finite mixture models. New York: Wiley."},{"key":"3_CR14_3","doi-asserted-by":"crossref","unstructured":"McLachlan, G. J., & Peel, D. (1998). Robust cluster analysis via mixtures of multivariate t-distributions. Lecture Notes in Computer Science (Vol.\u20091451, pp.\u2009658\u2013666). Berlin: Springer.","DOI":"10.1007\/BFb0033290"},{"key":"3_CR15_3","doi-asserted-by":"crossref","unstructured":"McLachlan, G. J., Peel, D., Basford, K. E., & Adams, P. (1999). The EMMIX software for the fitting of mixtures of normal and t-components. Journal of Statistical Software, 4(2).","DOI":"10.18637\/jss.v004.i02"},{"key":"3_CR16_3","doi-asserted-by":"publisher","first-page":"379","DOI":"10.1016\/S0167-9473(02)00183-4","volume":"41","author":"GJ McLachlan","year":"2003","unstructured":"McLachlan, G. J., Peel, D., & Bean, R. W. (2003). Modelling high-dimensional data by mixtures of factor analyzers. Computational Statistics and Data Analysis, 41, 379\u2013388.","journal-title":"Computational Statistics and Data Analysis"},{"key":"3_CR17_3","doi-asserted-by":"publisher","first-page":"511","DOI":"10.1111\/1467-9868.00082","volume":"59","author":"X Meng","year":"1997","unstructured":"Meng, X., & van Dyk, D. (1997). The EM algorithm \u2013 an old folk song sung to a fast new tune (with discussion). Journal of the Royal Statistical Society B, 59, 511\u2013567.","journal-title":"Journal of the Royal Statistical Society B"},{"key":"3_CR18_3","unstructured":"Montanari, A., & Viroli, C. (2007). Two layer latent regression. Technical Report. Voorburg, Netherlands: International Statistical Institute."},{"key":"3_CR19_3","doi-asserted-by":"publisher","DOI":"10.1002\/9780470316436","volume-title":"Linear statistical inference and its applications","author":"CR Rao","year":"1973","unstructured":"Rao, C. R. (1973). Linear statistical inference and its applications. New York: Wiley."},{"key":"3_CR20_3","doi-asserted-by":"publisher","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. Annals of Statisics, 6, 461\u2013464.","journal-title":"Annals of Statisics"},{"key":"3_CR21_3","doi-asserted-by":"crossref","unstructured":"Yoshida, R., Higuchi, T., & Imoto, S. (2004). A mixed factors model for dimension reduction and extraction of a group structure in gene expression data. In Proceedings of the 2004 IEEE Computational Systems Bioinformatics Conference (pp.\u2009161\u2013172).","DOI":"10.1109\/CSB.2004.1332429"},{"key":"3_CR22_3","doi-asserted-by":"publisher","first-page":"1538","DOI":"10.1093\/bioinformatics\/btl129","volume":"22","author":"R Yoshida","year":"2006","unstructured":"Yoshida, R., Higuchi, T., Imoto, S., & Miyano, S. (2006). ArrayCluster: An analytic tool for clustering, data visualization and model finder on gene expression profiles. Bioinformatics, 22, 1538\u20131539.","journal-title":"Bioinformatics"}],"container-title":["Studies in Classification, Data Analysis, and Knowledge Organization","Advances in Data Analysis, Data Handling and Business Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-01044-6_3","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,2,12]],"date-time":"2025-02-12T19:02:27Z","timestamp":1739386947000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-642-01044-6_3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2009]]},"ISBN":["9783642010439","9783642010446"],"references-count":22,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-01044-6_3","relation":{},"ISSN":["1431-8814"],"issn-type":[{"type":"print","value":"1431-8814"}],"subject":[],"published":{"date-parts":[[2009]]},"assertion":[{"value":"31 July 2009","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}