Convergence and Rate Analysis of Neural Networks for Sparse Approximation

Aurèle Balavoine, Justin Romberg, Christopher J. Rozell

We present an analysis of the Locally Competitive Algorithm (LCA), a Hopfield-style neural network that efficiently solves sparse approximation problems (e.g., approximating a vect…