Kniha Gaussian Process Regression Analysis for Functional Data Taeryon Choi

Gaussian Process Regression Analysis for Functional Data

Autor: Taeryon Choi
Jazyk: Angličtina
Väzba: Pevná
Vydavateľ: Taylor & Francis Inc
Dostupnosť: Skladom u dodávateľa
Odosielame za 9-15 dní
217.97
This work presents nonparametric statistical methods for functional regression analysis, specificall...

Informácie o knihe

Autor
Jazyk
Angličtina
Väzba
Kniha - Pevná
Vydalo
2011
Stránok
216
EAN
9781439837733
ISBN
9781439837733
Enbook ID
06690913
Hmotnosť
432
Rozmery
163 x 237 x 16

Kompletný popis

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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