/pegasos-online-svm

Parallel version of SVM running natively on Hadoop

Primary LanguageJava

pegasos-online-svm

Parallel implementation of Support Vector Machines classification algorithm. Runs natively on Hadoop. Based on ideas from Pegasos pagasos paper - L2-regulalized L1-loss linear SVM for binary classification.

References

Shai Shalev-Shwartz, Yoram Singer and Nathan Srebro. (2007). Pegasos: Primal Estimated sub-GrAdient SOlver for SVM. ICML 2007. http://www.cs.huji.ac.il/~shais/papers/ShalevSiSrCo10.pdf

Author

Michal Rachtan - https://twitter.com/m_rastan