Concepedia

Recent advances in surrogate-based optimization

Alexander I. J. Forrester, Andy J. Keane

Progress in Aerospace Sciences · 2009 · 2.3K citations · 73 references

Concepts

Natural SciencesComputational EngineeringMathematicsDesign OptimizationMachine LearningOptimizationConvex OptimizationMulti-objective OptimizationStochastic OptimizationSurrogate ModelingSurrogate-assisted OptimizationSurrogate-based OptimizationGradient-enhanced SurrogatesHigh-dimensional Surrogate ModelingSurrogate Model ConstructionSurrogate-assisted Multiobjective OptimizationSurrogate-based Optimization Under Uncertainty

References

73

A fast and elitist multiobjective genetic algorithm: NSGA-II

Kalyanmoy Deb, Amrit Pratap, Sakshi Agarwal et al. · IEEE Transactions on Evolutionary Computation · 2002 · 47.8K citations

Natural Sciences, Evolutionary Biology, Algorithms +10

Statistical Learning Theory

Yuhai Wu, Vladimir Vapnik · Technometrics · 1999 · 27K citations

Computing, Computer Science, Machine Learning +12

A tutorial on support vector regression

Alex Smola, Bernhard Schölkopf · Statistics and Computing · 2004 · 13K citations

Computing, Computer Science, Data Mining +11

Response Surface Methodology: Process and Product Optimization Using Designed Experiments

Richard F. Gunst, Raymond H. Myers, Douglas C. Montgomery · Technometrics · 1996 · 9.6K citations

Engineering, Systems Engineering, Design Optimization +13

STATISTICS FOR SPATIAL DATA

Noel Cressie · Terra Nova · 1992 · 8.9K citations

Computing, Geography, Geoinformatics +12