Sparsity vs. Statistical Independence in Adaptive Signal Representations: A Case Study of the Spike Process

Bertrand Benichou, Naoki Saito

Finding a basis/coordinate system that can efficiently represent an input data stream by viewing them as realizations of a stochastic process is of tremendous importance in many fi…