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http://www.libfm.org/
Factorization machines (FM) are a generic approach that allows to mimic most factorization models by feature engineering.
http://www.csie.ntu.edu.tw/~cjlin/libffm/
LIBFFM is an open source tool for field-aware factorization machines (FFM). For the formulation of FFM, please see these slides. It has been used to win two recent click-through rate prediction competitions (Criteo's and Avazu's).
They are also very interesting tools.
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