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Gaussian Process Regression Analysis for Functional Data
Language
English
English
Book
Hardback
This work presents nonparametric statistical methods for functional regression analysis, specificall...
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Libristo code: 06690913
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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
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
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