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README.md

README.md

RankMap Project.

Paper "RankMap: A Platform-Aware Framework for Distributed Learning from Dense Datasets", can be found here: http://arxiv.org/abs/1503.08169

Source codes:

Column Subset Selection-based (CCS) Transformation: Random Sampling (a.k.a Nystrom) Adaptive Sampling

Iterative Learninmg Algorithms: Least squares minimization with L1 Penalty (a.k.a LASSO regularization) Power iteration for sigular value decomposition

Orthogonal Matching Pursuit (OMP)