Matrix Factorization
June 13, 2016 · View on GitHub
- 2016 WSDM DiFacto — Distributed Factorization Machines
- 2015 CIKM [HDRF: Stream-Based Partitioning for Power-Law Graphs](http://www.fabiopetroni.com/Download/petroni- 2015HDRF.pdf)
- 2015 KDD Fast and Robust Parallel SGD Matrix Factorization (MLGF)
- 2015 Facebook Eng Recommending items to more than a billion people
- 2015 arxiv Generalized Low Rank Models
- 2015 RecSys Fast Differentially Private Matrix Factorization
- 2015 arxiv Global Convergence of Stochastic Gradient Descent for Some Non-convex Matrix Problems
- 2015 ICML PU Learning for Matrix Completion
- 2014 JMLR worksop A Fast Distributed Stochastic Gradient Descent Algorithm for Matrix Factorization
- 2014 NIPSW [Elastic Distributed Bayesian Collaborative Filtering](http://stanford.edu/~rezab/nips- 2014workshop/submits/distbayes.pdf)
- 2014 NIPSW Factorbird - a Parameter Server Approach to Distributed Matrix Factorization (Factorbird)
- 2014 RecSys GASGD: Stochastic Gradient Descent for Distributed Asynchronous Matrix Completion via Graph Partitioning (GASGD)
- 2014 VLDB NOMAD: Non-locking, stOchastic Multi-machine algorithm for Asynchronous and Decentralized matrix completion (NOMAD)
- 2013 WWW Distributed Large-Scale Natural Graph Factorization
- 2013 EDBT [Sparkler: Supporting Large-Scale Matrix Factorization](http://people.cs.umass.edu/~boduo/publications/- 2013EDBT-sparkler.pdf)
- 2013 RecSys A fast parallel sgd for matrix factorization in shared memory systems (FPSGD)
- 2012 ICDM Scalable Coordinate Descent Approaches to Parallel Matrix Factorization for Recommender Systems
- 2012 ICDM Distributed Matrix Completion (DSGD++)
2011 KDD Large-Scale Matrix Factorization with Distributed Stochastic Gradient Descent (DSGD)
2009 JMLR Scalable Collaborative Filtering Approaches for Large Recommender Systems
ALS
Nystrom method
- 2015 JMLR Distributed Matrix Completion and Robust Factorization
- 2011 NIPS Divide-and-Conquer Matrix Factorization