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Variable Selection

Variable Selection for Clustering by Separability Based on Ridgelines

Pages 315-336 | Received 01 May 2010, Published online: 14 Jun 2012

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Jingxuan Zhang, Jia Li & Lin Lin. (2023) Statistical and machine learning methods for immunoprofiling based on single-cell data. Human Vaccines & Immunotherapeutics 19:2.
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Beomseok Seo, Lin Lin & Jia Li. (2022) Block-Wise Variable Selection for Clustering Via Latent States of Mixture Models. Journal of Computational and Graphical Statistics 31:1, pages 138-150.
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Xuwen Zhu. (2018) Variable diagnostics in model-based clustering through variation partition. Journal of Applied Statistics 45:16, pages 2888-2905.
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Articles from other publishers (10)

Jia Li & Vincent A. Pisztora. 2014. Wiley StatsRef: Statistics Reference Online. Wiley StatsRef: Statistics Reference Online 1 18 .
Jia Li, Beomseok Seo & Lin Lin. (2019) Optimal transport, mean partition, and uncertainty assessment in cluster analysis. Statistical Analysis and Data Mining: The ASA Data Science Journal 12:5, pages 359-377.
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Charles Bouveyron, Gilles Celeux, T. Brendan Murphy & Adrian E. Raftery. 2019. Model-Based Clustering and Classification for Data Science. Model-Based Clustering and Classification for Data Science.
Gilles Celeux, Cathy Maugis-Rabusseau & Mohammed Sedki. (2018) Variable selection in model-based clustering and discriminant analysis with a regularization approach. Advances in Data Analysis and Classification 13:1, pages 259-278.
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Michael Fop & Thomas Brendan Murphy. (2018) Variable selection methods for model-based clustering. Statistics Surveys 12:none.
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Giovanna Menardi. (2015) A Review on Modal Clustering. International Statistical Review 84:3, pages 413-433.
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Lin Lin, Cliburn Chan & Mike West. (2016) Discriminative variable subsets in Bayesian classification with mixture models, with application in flow cytometry studies. Biostatistics 17:1, pages 40-53.
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Gertraud Malsiner-Walli, Sylvia Frühwirth-Schnatter & Bettina Grün. (2014) Model-based clustering based on sparse finite Gaussian mixtures. Statistics and Computing 26:1-2, pages 303-324.
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Leonardo Bottolo & Petros Dellaportas. 2016. Statistical Analysis for High-Dimensional Data. Statistical Analysis for High-Dimensional Data 91 103 .
Volodymyr Melnykov, Semhar Michael & Igor Melnykov. 2015. Partitional Clustering Algorithms. Partitional Clustering Algorithms 1 39 .

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