William A. Sethares

Convergence Analysis of Two Loss Functions in Soft-Max Regression

2015 · IEEE Transactions on Signal Processing

While the convergence rate of any optimization algorithm can be increased by selecting a larger stepsize parameter, this also magnifies the parameter estimation variance. This research introduces an analytical methodology for comparing the estimation variance …