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Surrogates: Gaussian Process Modeling, Design, and Optimization for the Applied Sciences

By Robert B. Gramacy
eBook
$61.99
By Robert B. Gramacy
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Computer simulation experiments are essential to modern scientific discovery, whether that be in physics, chemistry, biology, epidemiology, ecology, engineering, etc. Surrogates are meta-models of computer simulations, used to solve mathematical models that are too intricate to be worked by hand. Gaussian process (GP) regression is a supremely flexible tool for the analysis of computer simulation experiments. This book presents an applied introduction to GP regression for modelling and opti...

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