model-selection
34 entries in Machine Learning & AI.
- K-fold cross-validationstandalonecanonmodel-selection
- Stratified cross-validationClass-balanced foldsstandardmodel-selection
- Leave-one-out cross-validationstandalonestandardmodel-selection
- Nested cross-validationInner-outer loopsstandardmodel-selection
- Time-series cross-validationForward-chaining splitsstandardmodel-selection
- Grid searchExhaustive hyperparameter sweepcanonmodel-selection
- Random searchUniform hyperparameter samplingcanonmodel-selection
- HyperbandSuccessive halving allocationstandardmodel-selection
- BOHBBayesian optimization plus Hyperbandspecialistmodel-selection
- Population-based trainingEvolutionary hyperparametersspecialistmodel-selection
- Tree-structured Parzen estimatorDensity-ratio acquisitionstandardmodel-selection
- Akaike information criterionstandalonestandardmodel-selection
- Bayesian information criterionstandalonestandardmodel-selection
- Minimum description lengthstandalonespecialistmodel-selection
- Early stoppingValidation-plateau patiencecanonmodel-selection
- Learning curve analysisstandalonestandardmodel-selection
- Bias-variance decompositionstandalonestandardmodel-selection
- Bootstrap validationOut-of-bag errorstandardmodel-selection
- Permutation feature importancestandalonestandardmodel-selection
- Recursive feature eliminationBackward selectionstandardmodel-selection
- Forward feature selectionstandalonestandardmodel-selection
- Minimum redundancy maximum relevanceMutual-information rankingstandardmodel-selection
- BorutaShadow-feature comparisonspecialistmodel-selection
- Stability selectionSubsample consensusspecialistmodel-selection
- Relief feature weightingNearest-hit-missspecialistmodel-selection
- Class imbalance resamplingSMOTE oversamplingcanonmodel-selection
- Class imbalance resamplingADASYN adaptive synthesisspecialistmodel-selection
- Tomek linksBoundary undersamplingspecialistmodel-selection
- Threshold movingROC-optimal cutoffstandardmodel-selection
- Cost-sensitive learningClass-weighted lossstandardmodel-selection
- Automated machine learningPipeline searchstandardmodel-selection
- Auto-sklearnMeta-learning warm startspecialistmodel-selection
- TPOTGenetic pipeline optimizationspecialistmodel-selection
- Ensemble selectionGreedy forward selectionspecialistmodel-selection