ENGLISH

Bayesian Optimization

By Roman Garnett

Book information

Publisher
https://bayesoptbook.com
Year
2021
Language
english
Format
PDF
Filesize
13 MB (13653508 bytes)
Edition
Draft
Pages
368\368
Topic
Computers
Library
https://bayesoptbook.com
Time added
2021-11-10 12:17:08
artificial intelligenceBayesianBayesian OptimizationGaussian ProcessesMachine LearningOptimization

Description

Preface Notation Introduction Gaussian Processes Modeling with Gaussian processes Model assessment, selection, and averaging Decision Theory for Optimization Utility Functions for Optimization Common Bayesian Optimization Policies Computing Policies with Gaussian Processes Implementation Theoretical analysis Extensions and related settings A Brief History of Bayesian Optimization The Gaussian distribution Methods for approximate Bayesian inference Gradients Annotated bibliography of applications Bibliography Index

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