Minimax Reconstruction Risk of Convolutional Sparse Dictionary Learning

Shashank Singh, Barnabás Póczos, Jian Ma

Abstract: Sparse dictionary learning (SDL) has become a popular method for learning parsimonious representations of data, a fundamental problem in machine learning and signal processing. While most work on S...