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Advanced Linear Modeling: Statistical Learning and Dependent Data - Ronald Christensen

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2019-12-20
118,79 € 197,98 €

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Now in its third edition, this companion volume to Ronald Christensen¿s Plane Answers to Complex Questions uses three fundamental concepts from standard linear model theory¿best linear prediction, projections, and Mahalanobis distance¿ to extend standard linear modeling into the realms of Statistical Learning and Dependent Data. This new edition features a wealth of new and revised content. In Statistical L ... Täielik kirjeldus

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Now in its third edition, this companion volume to Ronald Christensen¿s Plane Answers to Complex Questions uses three fundamental concepts from standard linear model theory¿best linear prediction, projections, and Mahalanobis distance¿ to extend standard linear modeling into the realms of Statistical Learning and Dependent Data.

This new edition features a wealth of new and revised content. In Statistical Learning it delves into nonparametric regression, penalized estimation (regularization), reproducing kernel Hilbert spaces, the kernel trick, and support vector machines. For Dependent Data it uses linear model theory to examine general linear models, linear mixed models, time series, spatial data, (generalized) multivariate linear models, discrimination, and dimension reduction. While numerous references to Plane Answers are made throughout the volume, Advanced Linear Modeling can be used on its own given a solid background in linear models. Accompanying R code for the analyses is available online.

Lisateave

Autor Ronald Christensen
Kirjastaja Springer Nature Switzerland
Series Springer Texts in Statistics
Väljalaskeaasta 2019
Kaanetüüp Kõvakaaneline
EAN 9783030291631
Kirjuta oma arvustus
Te vaatate: Advanced Linear Modeling: Statistical Learning and Dependent Data
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118,79 € 197,98 €