Code: 06690913

Gaussian Process Regression Analysis for Functional Data

Name: Gaussian Process Regression Analysis for Functional Data
Brand: Taylor & Francis Inc
SKU: 06690913
Price: 249.50 EUR
Availability: InStock
Author: Taeryon Choi
ISBN: 9781439837733

by Taeryon Choi

Language: English
Binding: Hardback
Number of pages: 216
Publisher: Taylor & Francis Inc, 2011
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Book synopsis

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.