gaussian-processes

26 entries in Machine Learning & AI.

• Gaussian process regressionRBF kernelcanongaussian-processes
• Gaussian process regressionMatern kernelstandardgaussian-processes
• Gaussian process classificationLaplace approximationstandardgaussian-processes
• Gaussian process classificationExpectation propagationspecialistgaussian-processes
• Sparse Gaussian processInducing pointsstandardgaussian-processes
• Variational sparse GPTitsias boundspecialistgaussian-processes
• Stochastic variational GPMinibatch inducing pointsspecialistgaussian-processes
• Deep Gaussian processStacked GP layersspecialistgaussian-processes
• Automatic relevance determinationPer-dimension lengthscalesspecialistgaussian-processes
• GP hyperparameter marginal likelihoodType-II maximum likelihoodstandardgaussian-processes
• GP-UCBConfidence-bound acquisitionstandardgaussian-processes
• Expected improvementstandalonecanongaussian-processes
• Probability of improvementstandalonestandardgaussian-processes
• Entropy searchInformation-gain acquisitionspecialistgaussian-processes
• Knowledge gradientstandalonespecialistgaussian-processes
• Thompson sampling BOPosterior-draw acquisitionspecialistgaussian-processes
• TuRBOTrust-region Bayesian optimizationspecialistgaussian-processes
• Multi-fidelity Bayesian optimizationstandalonespecialistgaussian-processes
• Bayesian optimization with constraintsConstrained EIspecialistgaussian-processes
• Student-t processstandalonespecialistgaussian-processes
• Warped Gaussian processOutput transformationspecialistgaussian-processes
• Multi-output Gaussian processCoregionalizationspecialistgaussian-processes
• Spectral mixture kernelstandalonespecialistgaussian-processes
• KISS-GPStructured kernel interpolationspecialistgaussian-processes
• Kalman-filter GPState-space reformulationspecialistgaussian-processes
• Bayesian quadratureGP integrand modelspecialistgaussian-processes