Litcius/Paper detail

Gaussian Processes for Machine Learning

Carl Edward Rasmussen, Christopher K. I. Williams

2005The MIT Press eBooks10,489 citationsDOI

Abstract

A comprehensive and self-contained introduction to Gaussian processes, which provide a principled, practical, probabilistic approach to learning in kernel machines.

Topics & Concepts

Machine learningArtificial intelligenceComputer scienceOnline machine learningGaussian processProbabilistic logicRelevance vector machineSupport vector machineKernel methodArtificial neural networkGaussianQuantum mechanicsPhysicsGaussian Processes and Bayesian InferenceNeural Networks and ApplicationsScientific Research and Discoveries