Concepedia

Multi-objective adaptive differential evolution for SVM/SVR hyperparameters selection

Carlos Eduardo da Silva Santos, Renato Coral Sampaio, Leandro dos Santos Coelho, Guillermo Alvarez Bestard, Carlos H. Llanos

Pattern Recognition · 2020 · 106 citations · 24 references

Concepts

ComputingMathematicsFeature EngineeringMachine LearningOptimizationEvolutionary ComputationEvolutionary OptimizationKernel MethodsMulti-objective OptimizationOptimization For Machine LearningSupport Vector MachinesDifferential EvolutionEvolutionary Hyperparameter OptimizationHyperparameter OptimizationMulti-objective Evolutionary AlgorithmsMultiobjective Differential Evolution

References

24

LIBSVM

Chih-Chung Chang, Chih‐Jen Lin · ACM Transactions on Intelligent Systems and Technology · 2011 · 41.3K citations

Computing, Computer Science, Machine Learning +12

Differential Evolution – A Simple and Efficient Heuristic for global Optimization over Continuous Spaces

Rainer Storn, Kenneth V. Price · Journal of Global Optimization · 1997 · 28.7K citations

Natural Sciences, Mathematics, Optimization +12

A Tutorial on Support Vector Machines for Pattern Recognition

Christopher J. C. Burges · Data Mining and Knowledge Discovery · 1998 · 16.4K citations

Computing, Computer Science, Data Mining +13

Support Vector Regression Machines

Harris Drucker, Christopher J. C. Burges, Linda Kaufman et al. · 1996 · 4.2K citations

Computing, Computer Science, Data Science +13

The CORDIC Trigonometric Computing Technique

Jack E. Volder · IRE Transactions on Electronic Computers · 1959 · 2.6K citations

Engineering, Computer Engineering, Computer Science +12