Binary Stochastic Filtering: a Method for Neural Network Size Minimization and Supervised Feature Selection

Andrii Trelin, Ales Prochazka

Binary Stochastic Filtering (BSF), the algorithm for feature selection and neuron pruning is proposed in this work. The method defines filtering layer which penalizes amount of the…