Seo, Beomseok; Lin, Lin; Li, Jia Block-wise variable selection for clustering via latent states of mixture models. (English) Zbl 07546465 J. Comput. Graph. Stat. 31, No. 1, 138-150 (2022). MSC: 62-XX PDF BibTeX XML Cite \textit{B. Seo} et al., J. Comput. Graph. Stat. 31, No. 1, 138--150 (2022; Zbl 07546465) Full Text: DOI OpenURL
Anderlucci, Laura; Fortunato, Francesca; Montanari, Angela High-dimensional clustering via random projections. (English) Zbl 07512359 J. Classif. 39, No. 1, 191-216 (2022). MSC: 62H30 PDF BibTeX XML Cite \textit{L. Anderlucci} et al., J. Classif. 39, No. 1, 191--216 (2022; Zbl 07512359) Full Text: DOI OpenURL
Njah, Hasna; Jamoussi, Salma; Mahdi, Walid Breaking the curse of dimensionality: hierarchical Bayesian network model for multi-view clustering. (English) Zbl 07447178 Ann. Math. Artif. Intell. 89, No. 10-11, 1013-1033 (2021). MSC: 68Txx PDF BibTeX XML Cite \textit{H. Njah} et al., Ann. Math. Artif. Intell. 89, No. 10--11, 1013--1033 (2021; Zbl 07447178) Full Text: DOI OpenURL
Jouvin, Nicolas; Bouveyron, Charles; Latouche, Pierre A Bayesian Fisher-EM algorithm for discriminative Gaussian subspace clustering. (English) Zbl 1475.62039 Stat. Comput. 31, No. 4, Paper No. 44, 20 p. (2021). MSC: 62-08 62H30 PDF BibTeX XML Cite \textit{N. Jouvin} et al., Stat. Comput. 31, No. 4, Paper No. 44, 20 p. (2021; Zbl 1475.62039) Full Text: DOI arXiv OpenURL
Thrun, Michael C.; Ultsch, Alfred Using projection-based clustering to find distance- and density-based clusters in high-dimensional data. (English) Zbl 07413949 J. Classif. 38, No. 2, 280-312 (2021). MSC: 62H30 PDF BibTeX XML Cite \textit{M. C. Thrun} and \textit{A. Ultsch}, J. Classif. 38, No. 2, 280--312 (2021; Zbl 07413949) Full Text: DOI OpenURL
Labiod, Lazhar; Nadif, Mohamed Efficient regularized spectral data embedding. (English) Zbl 07363867 Adv. Data Anal. Classif., ADAC 15, No. 1, 99-119 (2021). MSC: 62H30 PDF BibTeX XML Cite \textit{L. Labiod} and \textit{M. Nadif}, Adv. Data Anal. Classif., ADAC 15, No. 1, 99--119 (2021; Zbl 07363867) Full Text: DOI OpenURL
Cappozzo, Andrea; Greselin, Francesca; Murphy, Thomas Brendan Robust variable selection for model-based learning in presence of adulteration. (English) Zbl 07345450 Comput. Stat. Data Anal. 158, Article ID 107186, 21 p. (2021). MSC: 62-XX PDF BibTeX XML Cite \textit{A. Cappozzo} et al., Comput. Stat. Data Anal. 158, Article ID 107186, 21 p. (2021; Zbl 07345450) Full Text: DOI arXiv OpenURL
Scrucca, Luca; Serafini, Alessio Projection pursuit based on Gaussian mixtures and evolutionary algorithms. (English) Zbl 07499031 J. Comput. Graph. Stat. 28, No. 4, 847-860 (2019). MSC: 62-XX PDF BibTeX XML Cite \textit{L. Scrucca} and \textit{A. Serafini}, J. Comput. Graph. Stat. 28, No. 4, 847--860 (2019; Zbl 07499031) Full Text: DOI OpenURL
Amiri, Saeid; Clarke, Bertrand S.; Clarke, Jennifer L. Clustering categorical data via ensembling dissimilarity matrices. (English) Zbl 07498978 J. Comput. Graph. Stat. 27, No. 1, 195-208 (2018). MSC: 62-XX PDF BibTeX XML Cite \textit{S. Amiri} et al., J. Comput. Graph. Stat. 27, No. 1, 195--208 (2018; Zbl 07498978) Full Text: DOI OpenURL
Young, Derek S.; Ke, Chenlu; Zeng, Xiaoxue The mixturegram: a visualization tool for assessing the number of components in finite mixture models. (English) Zbl 07498933 J. Comput. Graph. Stat. 27, No. 3, 564-575 (2018). MSC: 62-XX PDF BibTeX XML Cite \textit{D. S. Young} et al., J. Comput. Graph. Stat. 27, No. 3, 564--575 (2018; Zbl 07498933) Full Text: DOI OpenURL
Andrews, Jeffrey L. Addressing overfitting and underfitting in Gaussian model-based clustering. (English) Zbl 1469.62015 Comput. Stat. Data Anal. 127, 160-171 (2018). MSC: 62-08 62H30 PDF BibTeX XML Cite \textit{J. L. Andrews}, Comput. Stat. Data Anal. 127, 160--171 (2018; Zbl 1469.62015) Full Text: DOI OpenURL
Fop, Michael; Murphy, Thomas Brendan Variable selection methods for model-based clustering. (English) Zbl 06875306 Stat. Surv. 12, 18-65 (2018). MSC: 62Hxx 62-02 PDF BibTeX XML Cite \textit{M. Fop} and \textit{T. B. Murphy}, Stat. Surv. 12, 18--65 (2018; Zbl 06875306) Full Text: DOI arXiv Euclid OpenURL
García-Escudero, Luis Angel; Greselin, Francesca; Iscar, Agustin Mayo Robust, fuzzy, and parsimonious clustering, based on mixtures of factor analyzers. (English) Zbl 1450.62075 Int. J. Approx. Reasoning 94, 60-75 (2018). MSC: 62H30 62H25 62H86 62G32 68T05 PDF BibTeX XML Cite \textit{L. A. García-Escudero} et al., Int. J. Approx. Reasoning 94, 60--75 (2018; Zbl 1450.62075) Full Text: DOI Link OpenURL
O’Hagan, Adrian; Ferrari, Colm Model-based and nonparametric approaches to clustering for data compression in actuarial applications. (English) Zbl 07059858 N. Am. Actuar. J. 21, No. 1, 107-146 (2017). MSC: 91-XX 62-XX PDF BibTeX XML Cite \textit{A. O'Hagan} and \textit{C. Ferrari}, N. Am. Actuar. J. 21, No. 1, 107--146 (2017; Zbl 07059858) Full Text: DOI Link OpenURL
Banerjee, Trambak; Mukherjee, Gourab; Radchenko, Peter Feature screening in large scale cluster analysis. (English) Zbl 06775878 J. Multivariate Anal. 161, 191-212 (2017). MSC: 62H30 62P10 PDF BibTeX XML Cite \textit{T. Banerjee} et al., J. Multivariate Anal. 161, 191--212 (2017; Zbl 06775878) Full Text: DOI arXiv OpenURL
Floriello, Davide; Vitelli, Valeria Sparse clustering of functional data. (English) Zbl 1353.62069 J. Multivariate Anal. 154, 1-18 (2017). MSC: 62H30 62H99 62G05 PDF BibTeX XML Cite \textit{D. Floriello} and \textit{V. Vitelli}, J. Multivariate Anal. 154, 1--18 (2017; Zbl 1353.62069) Full Text: DOI arXiv OpenURL
Wang, Yanhong; Fang, Yixin; Wang, Junhui Sparse optimal discriminant clustering. (English) Zbl 06591372 Stat. Comput. 26, No. 3, 629-639 (2016). MSC: 62-XX PDF BibTeX XML Cite \textit{Y. Wang} et al., Stat. Comput. 26, No. 3, 629--639 (2016; Zbl 06591372) Full Text: DOI OpenURL
Terada, Yoshikazu Strong consistency of factorial \(k\)-means clustering. (English) Zbl 1341.62192 Ann. Inst. Stat. Math. 67, No. 2, 335-357 (2015). MSC: 62H30 60F15 62H25 PDF BibTeX XML Cite \textit{Y. Terada}, Ann. Inst. Stat. Math. 67, No. 2, 335--357 (2015; Zbl 1341.62192) Full Text: DOI arXiv OpenURL
Nia, Vahid Partovi; Davison, Anthony C. A simple model-based approach to variable selection in classification and clustering. (English. French summary) Zbl 1328.62388 Can. J. Stat. 43, No. 2, 157-175 (2015). MSC: 62H30 62F15 PDF BibTeX XML Cite \textit{V. P. Nia} and \textit{A. C. Davison}, Can. J. Stat. 43, No. 2, 157--175 (2015; Zbl 1328.62388) Full Text: DOI Link OpenURL
Bouveyron, Charles; Brunet-Saumard, Camille Model-based clustering of high-dimensional data: a review. (English) Zbl 1471.62032 Comput. Stat. Data Anal. 71, 52-78 (2014). MSC: 62-08 62H30 PDF BibTeX XML Cite \textit{C. Bouveyron} and \textit{C. Brunet-Saumard}, Comput. Stat. Data Anal. 71, 52--78 (2014; Zbl 1471.62032) Full Text: DOI Link OpenURL
Terada, Yoshikazu Strong consistency of reduced \(K\)-means clustering. (English) Zbl 1305.62231 Scand. J. Stat. 41, No. 4, 913-931 (2014). MSC: 62H30 62H12 62G20 PDF BibTeX XML Cite \textit{Y. Terada}, Scand. J. Stat. 41, No. 4, 913--931 (2014; Zbl 1305.62231) Full Text: DOI arXiv OpenURL
Menardi, Giovanna; Torelli, Nicola Reducing data dimension for cluster detection. (English) Zbl 1453.62547 J. Stat. Comput. Simulation 83, No. 11, 2047-2063 (2013). MSC: 62H30 62-08 PDF BibTeX XML Cite \textit{G. Menardi} and \textit{N. Torelli}, J. Stat. Comput. Simulation 83, No. 11, 2047--2063 (2013; Zbl 1453.62547) Full Text: DOI OpenURL
Newell, Mark A.; Cook, Dianne; Hofmann, Heike; Jannink, Jean-Luc An algorithm for deciding the number of clusters and validation using simulated data with application to exploring crop population structure. (English) Zbl 1283.62231 Ann. Appl. Stat. 7, No. 4, 1898-1916 (2013). MSC: 62P12 62H30 65C60 PDF BibTeX XML Cite \textit{M. A. Newell} et al., Ann. Appl. Stat. 7, No. 4, 1898--1916 (2013; Zbl 1283.62231) Full Text: DOI arXiv Euclid OpenURL
Depril, Dirk; Van Mechelen, Iven; Wilderjans, Tom F. Lowdimensional additive overlapping clustering. (English) Zbl 1360.62326 J. Classif. 29, No. 3, 297-320 (2012). MSC: 62H30 62H25 62P15 PDF BibTeX XML Cite \textit{D. Depril} et al., J. Classif. 29, No. 3, 297--320 (2012; Zbl 1360.62326) Full Text: DOI OpenURL
Bouveyron, Charles; Brunet, Camille Theoretical and practical considerations on the convergence properties of the Fisher-EM algorithm. (English) Zbl 1352.62099 J. Multivariate Anal. 109, 29-41 (2012). MSC: 62H30 62F10 62F12 62H12 62H25 PDF BibTeX XML Cite \textit{C. Bouveyron} and \textit{C. Brunet}, J. Multivariate Anal. 109, 29--41 (2012; Zbl 1352.62099) Full Text: DOI OpenURL
Menardi, Giovanna Density-based silhouette diagnostics for clustering methods. (English) Zbl 1255.62179 Stat. Comput. 21, No. 3, 295-308 (2011). MSC: 62H30 62G07 PDF BibTeX XML Cite \textit{G. Menardi}, Stat. Comput. 21, No. 3, 295--308 (2011; Zbl 1255.62179) Full Text: DOI OpenURL
Viroli, Cinzia Finite mixtures of matrix normal distributions for classifying three-way data. (English) Zbl 1221.62083 Stat. Comput. 21, No. 4, 511-522 (2011). MSC: 62H10 15B52 62H30 65C60 62H12 PDF BibTeX XML Cite \textit{C. Viroli}, Stat. Comput. 21, No. 4, 511--522 (2011; Zbl 1221.62083) Full Text: DOI OpenURL
Ma, Zhiliang; Cardinal-Stakenas, Adam; Park, Youngser; Trosset, Michael W.; Priebe, Carey E. Dimensionality reduction on the Cartesian product of embeddings of multiple dissimilarity matrices. (English) Zbl 1337.62135 J. Classif. 27, No. 3, 307-321 (2010). MSC: 62H30 62H25 PDF BibTeX XML Cite \textit{Z. Ma} et al., J. Classif. 27, No. 3, 307--321 (2010; Zbl 1337.62135) Full Text: DOI Link OpenURL
Murphy, Thomas Brendan; Dean, Nema; Raftery, Adrian E. Variable selection and updating in model-based discriminant analysis for high dimensional data with food authenticity applications. (English) Zbl 1189.62105 Ann. Appl. Stat. 4, No. 1, 396-421 (2010). MSC: 62H30 62P99 65C60 PDF BibTeX XML Cite \textit{T. B. Murphy} et al., Ann. Appl. Stat. 4, No. 1, 396--421 (2010; Zbl 1189.62105) Full Text: DOI arXiv OpenURL
Gardner-lubbe, S.; Le Roux, N. J.; Maunders, H.; Shah, V.; Patwardhan, S. Biplot methodology in exploratory analysis of microarray data. (English) Zbl 07260216 Stat. Anal. Data Min. 2, No. 2, 135-145 (2009). MSC: 62-XX 68-XX PDF BibTeX XML Cite \textit{S. Gardner-lubbe} et al., Stat. Anal. Data Min. 2, No. 2, 135--145 (2009; Zbl 07260216) Full Text: DOI OpenURL
Song, Joon Jin; Ren, Yuan; Yan, Fenglan Classification for high-throughput data with an optimal subset of principal components. (English) Zbl 1403.62211 Comput. Biol. Chem. 33, No. 5, 408-413 (2009). MSC: 62P10 62H25 62H30 PDF BibTeX XML Cite \textit{J. J. Song} et al., Comput. Biol. Chem. 33, No. 5, 408--413 (2009; Zbl 1403.62211) Full Text: DOI OpenURL
Song, Joon Jin; Deng, Weiguo; Lee, Ho-Jin; Kwon, Deukwoo Optimal classification for time-course gene expression data using functional data analysis. (English) Zbl 1158.62085 Comput. Biol. Chem. 32, No. 6, 426-432 (2008). MSC: 62P10 92D10 62H30 62H25 PDF BibTeX XML Cite \textit{J. J. Song} et al., Comput. Biol. Chem. 32, No. 6, 426--432 (2008; Zbl 1158.62085) Full Text: DOI OpenURL
Steinley, Douglas; Hubert, Lawrence Order-constrained solutions in \(K\)-means clustering: even better than being globally optimal. (English) Zbl 1284.62749 Psychometrika 73, No. 4, 647-664 (2008). MSC: 62P15 PDF BibTeX XML Cite \textit{D. Steinley} and \textit{L. Hubert}, Psychometrika 73, No. 4, 647--664 (2008; Zbl 1284.62749) Full Text: DOI OpenURL
Liang, Faming Use of SVD-based probit transformation in clustering gene expression profiles. (English) Zbl 1445.62275 Comput. Stat. Data Anal. 51, No. 12, 6355-6366 (2007). MSC: 62P10 62H30 62H25 PDF BibTeX XML Cite \textit{F. Liang}, Comput. Stat. Data Anal. 51, No. 12, 6355--6366 (2007; Zbl 1445.62275) Full Text: DOI OpenURL
Gnanadesikan, R.; Kettenring, J. R.; Maloor, Srinivas Better alternatives to current methods of scaling and weighting data for cluster analysis. (English) Zbl 1119.62058 J. Stat. Plann. Inference 137, No. 11, 3483-3496 (2007). MSC: 62H30 PDF BibTeX XML Cite \textit{R. Gnanadesikan} et al., J. Stat. Plann. Inference 137, No. 11, 3483--3496 (2007; Zbl 1119.62058) Full Text: DOI OpenURL
Basford, Kaye; McLachlan, Geoff; Bean, Richard Issues of robustness and high dimensionality in cluster analysis. (English) Zbl 1437.62011 Rizzi, Alfredo (ed.) et al., COMPSTAT. Proceedings in computational statistics. 17th symposium held in Rome, Italy, August 28 – September 1, 2006. With CD-Rom. Heidelberg: Physica-Verlag. 3-15 (2006). MSC: 62-08 62H30 PDF BibTeX XML Cite \textit{K. Basford} et al., in: COMPSTAT. Proceedings in computational statistics. 17th symposium held in Rome, Italy, August 28 -- September 1, 2006. With CD-Rom. Heidelberg: Physica-Verlag. 3--15 (2006; Zbl 1437.62011) Full Text: DOI OpenURL
Hwang, Heungsun; Montréal, Hec; Dillon, William R.; Takane, Yoshio An extension of multiple correspondence analysis for identifying heterogeneous subgroups of respondents. (English) Zbl 1306.62435 Psychometrika 71, No. 1, 161-171 (2006). MSC: 62P15 62H25 PDF BibTeX XML Cite \textit{H. Hwang} et al., Psychometrika 71, No. 1, 161--171 (2006; Zbl 1306.62435) Full Text: DOI Link OpenURL
McLachlan, G. J.; Peel, D.; Bean, R. W. Modelling high-dimensional data by mixtures of factor analyzers. (English) Zbl 1256.62036 Comput. Stat. Data Anal. 41, No. 3, 379-388 (2003). MSC: 62H25 62G07 62H30 62P10 92C40 PDF BibTeX XML Cite \textit{G. J. McLachlan} et al., Comput. Stat. Data Anal. 41, No. 3, 379--388 (2003; Zbl 1256.62036) Full Text: DOI OpenURL
Dorvlo, Atsu S. S. Component reduction in linear discriminant analysis. (English) Zbl 1003.62055 J. Stat. Comput. Simulation 71, No. 4, 335-344 (2001). MSC: 62H25 62H30 PDF BibTeX XML Cite \textit{A. S. S. Dorvlo}, J. Stat. Comput. Simulation 71, No. 4, 335--344 (2001; Zbl 1003.62055) Full Text: DOI OpenURL
Jolliffe, Ian T.; Morgan, Byron J. T.; Young, Philip J. A simulation study of the use of principal components in linear discriminant analysis. (English) Zbl 0878.62044 J. Stat. Comput. Simulation 55, No. 4, 353-366 (1996). MSC: 62H30 62H25 PDF BibTeX XML Cite \textit{I. T. Jolliffe} et al., J. Stat. Comput. Simulation 55, No. 4, 353--366 (1996; Zbl 0878.62044) Full Text: DOI OpenURL