Surrogates: Gaussian Process Modeling, Design, and Optimization for the Applied Sciences (Chapman & Hall/CRC Texts in Statistical Science)

Gramacy, Robert B.

ISBN 10: 0367415429 ISBN 13: 9780367415426

Editorial: Chapman and Hall/CRC, 2020

Idioma: Ingl�s

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Detalles bibliogr�ficos

T�tulo

Surrogates: Gaussian Process Modeling, Design, and Optimization for the Applied Sciences (Chapman & Hall/CRC Texts in Statistical Science)

Editor

Chapman and Hall/CRC

Fecha de publicaci�n

2020

Idioma

Ingl�s

ISBN 10

0367415429

ISBN 13

9780367415426

Encuadernaci�n

Encuadernaci�n de tapa dura

Estado

New

Cat�logos de vendedores

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Sinopsis

Surrogates is a graduate textbook, on topics at the interface between machine learning,spatial statistics,computer simulation,meta-modeling,design of experiments,and optimization. Experimentation through simulation,management of dynamic processes,online and real-time analysis,automation and practical application are at the forefront.

Acerca del autor

Robert B. Gramacy is a professor of Statistics in the College of Science at Virginia Tech. Research interests include Bayesian modeling methodology, statistical computing, Monte Carlo inference, nonparametric regression, sequential design, and optimization under uncertainty. Bobby enjoys cycling and ice hockey, and watching his kids grow up too fast.

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