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Library/Fields/Machine Learning

Machine Learning

298 methods
14 method families

MOST CONNECTED IN MACHINE LEARNING

Random Forest
90 connections in this field
Semi-supervised Learning
64 connections in this field
XGBoost
46 connections in this field
Gradient Boosting
45 connections in this field
Boosting
39 connections in this field
Decision Tree
39 connections in this field
Online Learning
39 connections in this field
Transfer Learning
38 connections in this field
Self-supervised Learning
35 connections in this field
Isolation Forest
34 connections in this field

Showing 298 of 298 methods

Machine learning228 methods
Active learning Association rulesActive Learning Autoencoder Anomaly DetectionActive learning BoostingActive learning Decision treeActive Learning Federated LearningActive learning Gaussian mixture modelActive learning Gaussian processActive Learning Gradient BoostingActive learning Isolation forestActive learning K-nearest neighborsActive Learning LightGBMActive Learning Linear RegressionActive Learning Logistic RegressionActive learning One-class SVMActive Learning Self-supervised LearningActive learning Stacking ensembleActive learning Support vector machineActive Learning Voting EnsembleApriori AlgorithmAssociation RulesAutoencoder Anomaly DetectionBayesian Active LearningBayesian Association RulesBayesian Autoencoder Anomaly DetectionBayesian BaggingBayesian BoostingBayesian Decision TreeBayesian Federated LearningBayesian Few-Shot LearningBayesian Gaussian Mixture ModelBayesian Gaussian ProcessBayesian k-nearest neighborsBayesian LightGBMBayesian Metric LearningBayesian Naive BayesBayesian one-class SVMBayesian Online LearningBayesian Random ForestBayesian Semi-supervised LearningBayesian Stacking EnsembleBayesian Support Vector MachineBayesian Transfer LearningBayesian XGBoostBoostingEnsemble Active LearningEnsemble Apriori AlgorithmEnsemble Association RulesEnsemble Autoencoder Anomaly DetectionEnsemble Decision TreeEnsemble Federated LearningEnsemble Few-shot learningEnsemble Gaussian Mixture ModelEnsemble Gaussian ProcessEnsemble Gradient BoostingEnsemble HDBSCANEnsemble Isolation ForestEnsemble K-meansEnsemble K-nearest neighborsEnsemble Linear RegressionEnsemble Logistic RegressionEnsemble Metric LearningEnsemble Naive BayesEnsemble One-class SVMEnsemble Online LearningEnsemble Self-supervised LearningEnsemble Semi-supervised LearningEnsemble Support Vector MachineEnsemble Transfer LearningExplainable Association RulesExplainable Autoencoder Anomaly DetectionExplainable DBSCANExplainable Decision TreeExplainable Extra TreesExplainable FP-GrowthExplainable Gaussian Mixture ModelExplainable Gaussian ProcessExplainable Gradient BoostingExplainable HDBSCANExplainable Isolation ForestExplainable K-MeansExplainable K-Nearest NeighborsExplainable LightGBMExplainable Naive BayesExplainable One-Class SVMExplainable Random ForestExplainable Stacking EnsembleExplainable Support Vector MachineExplainable Voting EnsembleExplainable XGBoostExtra TreesFew-shot LearningGaussian ProcessK-meansLinear Regression (ML)Logistic regression (ML)Metric LearningOne-class SVMOnline Active learningOnline Association RulesOnline Autoencoder Anomaly DetectionOnline BaggingOnline BoostingOnline DBSCANOnline Decision TreeOnline Federated LearningOnline Few-shot LearningOnline FP-growthOnline Gaussian Mixture ModelOnline Gaussian ProcessOnline Gradient BoostingOnline HDBSCANOnline Isolation ForestOnline K-meansOnline K-nearest neighborsOnline LearningOnline LightGBMOnline Linear RegressionOnline Logistic RegressionOnline Metric LearningOnline Naive BayesOnline One-class SVMOnline Random ForestOnline Self-supervised LearningOnline Semi-supervised learningOnline Support Vector MachineOnline Transfer learningOnline Voting EnsembleRegularized BoostingRegularized CatBoostRegularized Decision TreeRegularized Federated LearningRegularized Few-Shot LearningRegularized Gaussian Mixture ModelRegularized Gaussian ProcessRegularized Gradient BoostingRegularized k-meansRegularized k-nearest neighborsRegularized LightGBMRegularized linear regressionRegularized Logistic RegressionRegularized Naive BayesRegularized Online LearningRegularized random forestRegularized semi-supervised learningRegularized Stacking EnsembleRegularized Support Vector MachineRegularized Transfer LearningRobust Active LearningRobust Autoencoder anomaly detectionRobust BaggingRobust BoostingRobust Decision TreeRobust Federated LearningRobust Gaussian Mixture ModelRobust Gaussian ProcessRobust Gradient BoostingRobust HDBSCANRobust Isolation forestRobust k-meansRobust LightGBMRobust Linear RegressionRobust Metric LearningRobust Naive BayesRobust One-class SVMRobust Online LearningRobust Random ForestRobust Stacking EnsembleRobust Support Vector MachineRobust Voting EnsembleRobust XGBoostSelf-supervised Active LearningSelf-supervised Autoencoder Anomaly DetectionSelf-supervised BoostingSelf-supervised DBSCANSelf-supervised Decision TreeSelf-supervised Federated learningSelf-supervised Few-shot LearningSelf-supervised Gaussian Mixture ModelSelf-supervised Gaussian ProcessSelf-supervised Gradient BoostingSelf-supervised Isolation ForestSelf-supervised K-meansSelf-supervised K-nearest neighborsSelf-supervised LearningSelf-supervised LightGBMSelf-supervised Logistic RegressionSelf-supervised Metric learningSelf-supervised Naive BayesSelf-supervised One-class SVMSelf-supervised Random ForestSelf-supervised Stacking EnsembleSelf-supervised Support Vector MachineSelf-supervised Transfer learningSemi-supervised Active LearningSemi-supervised Apriori AlgorithmSemi-supervised Association RulesSemi-supervised Autoencoder Anomaly DetectionSemi-supervised BaggingSemi-supervised BoostingSemi-supervised CatBoostSemi-supervised DBSCANSemi-supervised Decision TreeSemi-supervised Federated learningSemi-supervised Few-shot LearningSemi-supervised FP-growthSemi-supervised Gaussian Mixture ModelSemi-supervised Gaussian ProcessSemi-supervised Gradient BoostingSemi-supervised HDBSCANSemi-supervised Isolation ForestSemi-supervised K-meansSemi-supervised K-nearest neighborsSemi-supervised LearningSemi-supervised LightGBMSemi-supervised Linear RegressionSemi-supervised Logistic RegressionSemi-supervised Metric LearningSemi-supervised Naive BayesSemi-supervised One-class SVMSemi-supervised Online LearningSemi-supervised Random ForestSemi-supervised Stacking EnsembleSemi-supervised Support Vector MachineSemi-supervised Transfer LearningSemi-supervised Voting EnsembleSemi-supervised XGBoostTransfer LearningVoting Ensemble
ml-model42 methods
AdaBoostAffinity PropagationBaggingBIRCHCatBoostDBSCANDecision TreeElastic NetGaussian Mixture ModelGeneralized Additive ModelGradient BoostingHDBSCANHierarchical ClusteringIsolation ForestK-Means ClusteringK-Nearest NeighborsLabel PropagationLasso RegressionLightGBMLocal Outlier FactorLocally Linear EmbeddingLOESSMARSMean ShiftMulti-layer PerceptronNaive BayesOPTICSPartial Least SquaresPrincipal Component AnalysisPrincipal Components RegressionRandom ForestRegression SplinesRidge RegressionSHAPSpectral ClusteringStackingStochastic Gradient DescentSupport Vector MachineSupport Vector Regressiont-SNEUMAPXGBoost
latent-structure7 methods
Independent Component AnalysisIsomapKernel PCALatent Dirichlet AllocationLinear Discriminant AnalysisNon-negative Matrix FactorizationQuadratic Discriminant Analysis
Pattern mining5 methods
Association Rule MiningECLATEmerging Pattern MiningFP-GrowthSequential Pattern Mining
Trustworthy ML4 methods
Conformal PredictionFairness-Aware MLModel CalibrationOut-of-Distribution Detection
Dimensionality reduction2 methods
Random ProjectionSelf-Organizing Map
Explainable AI2 methods
Counterfactual ExplanationsLIME
Reinforcement learning2 methods
Policy GradientQ-Learning
bayesian1 method
Bayesian Ridge Regression
Clustering1 method
Fuzzy C-Means
Interactive ML1 method
Active Learning
Missing data1 method
Matrix Completion
Recommender systems1 method
Collaborative Filtering
Rule learning1 method
Rule Induction

FIELD AT A GLANCE

Methods298
Method families14
Connected methods10+

OTHER FIELDS

Decision Making573 methodsEconometrics409 methodsDeep Learning336 methodsExperimental Design289 methodsStatistics288 methodsQualitative279 methodsCausal Inference211 methodsResearch Design203 methodsAll fields →
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