====== Feature Selection ====== \\ ###Feature selection is a technique of selecting a subset of descriptors for building models. ADMEWORKS ModelBuilder offers several tools useful in process of feature selection:### * [[:chemistry_materials_life_science/products/admeworks_modelbuilder/feature_selection/missing_value_test|Missing Value Test]] * [[:chemistry_materials_life_science/products/admeworks_modelbuilder/feature_selection/zero_test|Zero Test]] * [[:chemistry_materials_life_science/products/admeworks_modelbuilder/feature_selection/correlation_test|Correlation Test]] * [[:chemistry_materials_life_science/products/admeworks_modelbuilder/feature_selection/automated_correlations_test|Automated Correlations Test]] * [[:chemistry_materials_life_science/products/admeworks_modelbuilder/feature_selection/class_zero_test|Class Zero Test]] * [[:chemistry_materials_life_science/products/admeworks_modelbuilder/feature_selection/multicollinearity_test|Multicollinearity Test]] * [[:chemistry_materials_life_science/products/admeworks_modelbuilder/feature_selection/fisher_ratio_test|Fisher's Ratio Test]] * [[:chemistry_materials_life_science/products/admeworks_modelbuilder/feature_selection/variance_test|Variance Test]] * [[:chemistry_materials_life_science/products/admeworks_modelbuilder/feature_selection/genetic_algorithm|Genetic Algorithm]] * [[:chemistry_materials_life_science/products/admeworks_modelbuilder/feature_selection/pso|PSO]] * [[:chemistry_materials_life_science/products/admeworks_modelbuilder/feature_selection/parameter_set_refinement|Parameter Set Refinement]] * [[:chemistry_materials_life_science/products/admeworks_modelbuilder/feature_selection/iterative_svmfs|Iterative SVMFS]] * [[:chemistry_materials_life_science/products/admeworks_modelbuilder/feature_selection/iterative_svmfsmixed|Iterative SVMFS MIXED]] * [[:chemistry_materials_life_science/products/admeworks_modelbuilder/feature_selection/boost_ldafs|Boost-LDA FS]]