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Gaussian Process Regression Analysis for Functional Data

Jezik EngleskiEngleski
Knjiga Tvrdi uvez
Knjiga Gaussian Process Regression Analysis for Functional Data Taeryon Choi
Libristo kod: 06690913
Nakladnici Taylor & Francis Inc, srpanj 2011
This work presents nonparametric statistical methods for functional regression analysis, specificall... Cijeli opis
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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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Informacije o knjizi

Puni naziv Gaussian Process Regression Analysis for Functional Data
Autor Taeryon Choi
Jezik Engleski
Uvez Knjiga - Tvrdi uvez
Datum izdanja 2011
Broj stranica 216
EAN 9781439837733
ISBN 9781439837733
Libristo kod 06690913
Nakladnici Taylor & Francis Inc
Težina 432
Dimenzije 163 x 237 x 16

Kategorija

Mathematics & Science > Mathematics > Probability & statistics
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