Minimal Algorithmic Information Loss Methods for Dimension Reduction, Feature Selection and Network Sparsification

Hector Zenil, Narsis A. Kiani, Alyssa Adams +5

We present a novel, domain-agnostic, model-independent, unsupervised, and universally applicable Machine Learning approach for dimensionality reduction based on the principles of a…