Książka Gaussian Process Regression Analysis for Functional Data Taeryon Choi

Gaussian Process Regression Analysis for Functional Data

Autor: Taeryon Choi
Język: Angielski
Oprawa: Twarda
Dostępność: Dostępna u dostawcy
Wysyłamy za 9-15 dni
966.43
This work presents nonparametric statistical methods for functional regression analysis, specificall...

Informacje o książce

Autor
Język
Angielski
Oprawa
Książka - Twarda
Data wydania
2011
strony
216
EAN
9781439837733
ISBN
9781439837733
Enbook ID
06690913
Waga
432
Wymiary
163 x 237 x 16

Pełny opis

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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