Null Distribution Of The Likelihood Ratio Statistic For Feed-Forward Neural Networks
Douglas P. Landsittel, Harshinder Singh, Vincent C. Arena, Stewart Anderson · Journal of Modern Applied Statistical Methods · 2002
Despite recent publications exploring model complexity with modern regression methods, their dimensionality is rarely quantified in practice and the distributions of related test statistics are not well characterized. Through a simulation study, we describe the null distribution of the likelihood ratio statistic for several different feed-forward neural network models.