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Relevant Resources

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MohtaMayank edited this page Oct 6, 2013 · 1 revision

  1. Resources about the GraphChi / GraphLab System

  2. [GraphLab Homepage] (http://graphlab.org/)

  3. [Distributed GraphLab Paper] (https://www.select.cs.cmu.edu/publications/paperdir/vldb2012-low-gonzalez-kyrola-bickson-guestrin-hellerstein.pdf)

  4. [GraphChi Paper] (http://select.cs.cmu.edu/publications/paperdir/osdi2012-kyrola-blelloch-guestrin.pdf)

  5. [GraphChi GitHub project] (https://github.com/GraphChi)

  6. [Setting up GraphChi Java (Danny's blog)] (http://bickson.blogspot.com/2013/02/setting-up-java-graphchi-development.html)

  7. Collaborative Filtering using GraphChi C++ (Danny's blog) (Excellent resource)

  8. Relevant Research Papers on Recommendation Systems

  9. [ALS (Alternating Least Sqaures)] (http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.173.2797&rep=rep1&type=pdf)

  10. [SVD++] (http://public.research.att.com/~volinsky/netflix/kdd08koren.pdf)

  11. [Bayesian Probabilistic Matrix Factorization] (http://www.cs.utoronto.ca/~amnih/papers/bpmf.pdf) [Matlab Code] (http://www.utstat.toronto.edu/~rsalakhu/BPMF.html)

  12. [Factorization Machines] (http://www.libfm.org/)

  13. Useful External Java Libraries:

  14. Other Recommendation System Libraries and Projects

  15. Other useful things

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