Understanding the Effect of Hyperparameter Optimization on Machine Learning Models for Structure Design Problems
Xianping Du, Hongyi Xu, Feng Zhu
Topics & Concepts
HyperparameterMachine learningArtificial intelligenceComputer scienceRobustness (evolution)Surrogate modelKrigingArtificial neural networkRandom forestSupport vector machineGaussian processRegressionGaussianStatisticsMathematicsQuantum mechanicsGeneBiochemistryPhysicsChemistryAdvanced Multi-Objective Optimization AlgorithmsProbabilistic and Robust Engineering DesignInfrastructure Maintenance and Monitoring