Accelerating Gaussian Process surrogate modeling using Compositional Kernel Learning and multi-stage sampling framework
Seung-Seop Jin
Topics & Concepts
Surrogate modelComputer scienceLatin hypercube samplingSampling (signal processing)Gaussian processKernel (algebra)Importance samplingMachine learningKrigingArtificial intelligenceProcess (computing)AlgorithmGaussianData miningMonte Carlo methodMathematicsStatisticsCombinatoricsFilter (signal processing)Operating systemComputer visionQuantum mechanicsPhysicsAdvanced Multi-Objective Optimization AlgorithmsGaussian Processes and Bayesian InferenceProbabilistic and Robust Engineering Design