Zzong's Notes

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Collaborative Filtering

Collaborative Filtering

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A Three-Way Model for Collective Learning on Multi-Relational Data
- paper_review RESCAL ICML y2011
BPR - Bayesian Personalized Ranking from Implicit Feedback
Collaborative Filtering for Implicit Feedback Datasets
Collaborative filtering via high-dimensional regression
Complex Embeddings for Simple Link Prediction
- collaborative_filtering
- paper_review
Factorization Machines
Factorization Meets the Item Embedding - Regularizing Matrix Factorization with Item Co-occurrence
Fast matrix factorization for online recommendation with implicit feedback
GaP - a factor model for discrete data
- optimization probability_distribution paper_review
HybridSVD - When Collaborative Information is Not Enough
Latent Dirichlet Allocation
LightGCN
Logistic Matrix Factorization for Implicit Feedback Data
Matrix Factorization for Collaborative Filtering Is Just Solving an Adjoint Latent Dirichlet Allocation Model After All
Neural Collaborative Filtering
On the equivalence between Non-negative Matrix Factorization and Probabilistic Latent Semantic Indexing
Probabilistic latent Semantic Indexing
Probabilistic Matrix Factorization
Scalable Recommendation with Poisson Factorization
SimpleX - A Simple and Strong Baseline for Collaborative Filtering
Term Weighting Schemes for Latent Dirichlet Allocation
- nlp
- paper_review
The Why and How of Nonnegative Matrix Factorization
- collaborative_filtering
- paper_review
Tutorial on Probablistic Latent Semantic Analysis
- nlp
- paper_review
Variational Autoencoders for Collaborative Filtering
Word Features for Latent Dirichlet Allocation