New methods for computing the generalized chi-square distribution

arXiv:2404.05062v1 Announce Type: cross
Abstract: We present several exact and approximate mathematical methods and open-source software to compute the cdf, pdf and inverse cdf of the generalized chi-square distribution, which appears in Bayesian classification problems. Some methods are geared for speed, while others are designed to be accurate far into the tails, using which we can also measure large values of the discriminability index $d'$ between multinormals. We compare the accuracy and speed of these methods against the best existing …

abstract arxiv bayesian chi-square classification compute computing cs.lg distribution generalized pdf software speed square stat.co stat.me stat.ml type