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Gaussian Process Regression Analysis for Functional Data

Language EnglishEnglish
Book Hardback
Book Gaussian Process Regression Analysis for Functional Data Taeryon Choi
Libristo code: 06690913
Publishers Taylor & Francis Inc, July 2011
This work presents nonparametric statistical methods for functional regression analysis, specificall... Full description
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This work presents nonparametric statistical methods for functional regression analysis, specifically the methods based on a Gaussian process prior in a functional space. The authors discuss functional data analysis, theoretical aspects based on the asymptotic properties of Gaussian process regression models, and new methodological developments for high dimensional data and variable selection. They also explore novel nonparametric statistical methods for curve prediction, curve clustering, functional ANOVA, and functional regression analysis of batch data, repeated curves, and non-Gaussian data. Some MATLAB® and C codes are available on the first author's website.

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About the book

Full name Gaussian Process Regression Analysis for Functional Data
Author Taeryon Choi
Language English
Binding Book - Hardback
Date of issue 2011
Number of pages 216
EAN 9781439837733
ISBN 9781439837733
Libristo code 06690913
Publishers Taylor & Francis Inc
Weight 432
Dimensions 163 x 237 x 16

Categories

Mathematics & Science > Mathematics > Probability & statistics
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