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Coordinate-Ascent

Implementation of a basic Coordinate Ascent (same thing as Coordinate Descent, just 'reversed'), as well as the Lasso implementation.

Modules

This repository has basically 4 modules:

  • Class to synthesize some data (with noise)
  • Coordinate Ascent
  • Coordinate Ascent for Lasso
  • File to test everything

Requirements

  • Python 3.3 (but might also work with Python >= 2.6)
  • Numpy >= 1.7
  • Matplotlib >= 1.3.0
  • For comparison with Lars: scikit-learn >= 0.14

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