Carte Gaussian Process Regression Analysis for Functional Data Taeryon Choi

Gaussian Process Regression Analysis for Functional Data

Autor: Taeryon Choi
Limbă: engleză
Legare: Copertă tare
Disponibilitate: În depozitul extern
Expediem în 9-15 zile
1 250.81 lei
This work presents nonparametric statistical methods for functional regression analysis, specificall...

Informații despre carte

Autor
Limbă
engleză
Legare
Carte - Copertă tare
Publicat
2011
Pagini
216
EAN
9781439837733
ISBN
9781439837733
Enbook ID
06690913
Greutate
432
Dimensiuni
163 x 237 x 16

Descriere completă

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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