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Modern Multivariate Statistical Techniques: Regression, Classification, and Manifold Learning

Describes the advances in computation and data storage that led to the introduction of many statistical tools for high-dimensional data analysis. Focusing on multivariate analysis, this book discusses nonlinear methods as well as linear methods. It presents an integrated mixture of classical and mod...

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Detalles Bibliográficos
Autor principal: Izenman, Alan Julian
Lenguaje:eng
Publicado: Springer 2006
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-0-387-78189-1
http://cds.cern.ch/record/1338317
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author Izenman, Alan Julian
author_facet Izenman, Alan Julian
author_sort Izenman, Alan Julian
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description Describes the advances in computation and data storage that led to the introduction of many statistical tools for high-dimensional data analysis. Focusing on multivariate analysis, this book discusses nonlinear methods as well as linear methods. It presents an integrated mixture of classical and modern multivariate statistical techniques.
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publishDate 2006
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spelling cern-13383172021-04-22T01:06:48Zdoi:10.1007/978-0-387-78189-1http://cds.cern.ch/record/1338317engIzenman, Alan JulianModern Multivariate Statistical Techniques: Regression, Classification, and Manifold LearningMathematical Physics and MathematicsDescribes the advances in computation and data storage that led to the introduction of many statistical tools for high-dimensional data analysis. Focusing on multivariate analysis, this book discusses nonlinear methods as well as linear methods. It presents an integrated mixture of classical and modern multivariate statistical techniques.Springeroai:cds.cern.ch:13383172006
spellingShingle Mathematical Physics and Mathematics
Izenman, Alan Julian
Modern Multivariate Statistical Techniques: Regression, Classification, and Manifold Learning
title Modern Multivariate Statistical Techniques: Regression, Classification, and Manifold Learning
title_full Modern Multivariate Statistical Techniques: Regression, Classification, and Manifold Learning
title_fullStr Modern Multivariate Statistical Techniques: Regression, Classification, and Manifold Learning
title_full_unstemmed Modern Multivariate Statistical Techniques: Regression, Classification, and Manifold Learning
title_short Modern Multivariate Statistical Techniques: Regression, Classification, and Manifold Learning
title_sort modern multivariate statistical techniques: regression, classification, and manifold learning
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/978-0-387-78189-1
http://cds.cern.ch/record/1338317
work_keys_str_mv AT izenmanalanjulian modernmultivariatestatisticaltechniquesregressionclassificationandmanifoldlearning