recommender-causal

42 entries in Machine Learning & AI.

• User-based collaborative filteringCosine neighbor similaritycanonrecommender-causal
• Item-based collaborative filteringAdjusted cosine similaritycanonrecommender-causal
• Matrix factorizationStochastic gradient descentcanonrecommender-causal
• Alternating least squaresImplicit-feedback weightingcanonrecommender-causal
• SVD++Implicit-feedback factorsstandardrecommender-causal
• Bayesian personalized rankingPairwise ranking lossstandardrecommender-causal
• Factorization machinesPairwise feature interactionsstandardrecommender-causal
• Field-aware factorization machinesstandalonespecialistrecommender-causal
• Wide and deepMemorization plus generalizationspecialistrecommender-causal
• Neural collaborative filteringstandalonestandardrecommender-causal
• Two-tower retrievalDual-encoder dot productstandardrecommender-causal
• DeepFMFM plus deep networkspecialistrecommender-causal
• Session-based GRU4Recstandalonespecialistrecommender-causal
• SASRecSelf-attentive sequencesspecialistrecommender-causal
• Content-based filteringTF-IDF item profilesstandardrecommender-causal
• Slope onestandalonespecialistrecommender-causal
• Association rule miningApriori candidate pruningcanonrecommender-causal
• FP-growthFrequent-pattern treestandardrecommender-causal
• ECLATVertical tid-set intersectionspecialistrecommender-causal
• Multi-armed bandit recommendationThompson samplingstandardrecommender-causal
• Propensity score matchingstandalonestandardrecommender-causal
• Inverse propensity weightingstandalonestandardrecommender-causal
• Difference-in-differencesstandalonestandardrecommender-causal
• Regression discontinuityThreshold local comparisonspecialistrecommender-causal
• Instrumental variablesTwo-stage least squaresstandardrecommender-causal
• Synthetic controlWeighted donor poolspecialistrecommender-causal
• Doubly robust estimationstandalonespecialistrecommender-causal
• Causal forestHonest-split treesspecialistrecommender-causal
• T-learnerSeparate outcome modelsspecialistrecommender-causal
• X-learnerCross-fitted imputationspecialistrecommender-causal
• PC algorithmConditional-independence pruningspecialistrecommender-causal
• Do-calculus identificationstandalonespecialistrecommender-causal
• Uplift modelingTwo-model differencespecialistrecommender-causal
• SHAP attributionShapley-value feature creditstandardrecommender-causal
• LIMELocal surrogate modelstandardrecommender-causal
• Integrated gradientsPath-integral attributionspecialistrecommender-causal
• Counterfactual explanationNearest flipped instancespecialistrecommender-causal
• Conformal predictionNonconformity quantilestandardrecommender-causal
• Platt scalingSigmoid calibrationstandardrecommender-causal
• Isotonic calibrationMonotone regressionspecialistrecommender-causal
• FP-growthPrefix-tree pattern miningstandardrecommender-causal
• GES algorithmGreedy equivalence searchspecialistrecommender-causal