We introduce a new general identifiable framework for principled disentanglement referred to as Structured Nonlinear Independent Component Analysis (SNICA).
Assuming that the noisy observations are independent conditionally to the signal, the networks can be jointly trained without clean training data.
Given a nonparametric Hidden Markov Model (HMM) with two states, the question of constructing efficient multiple testing procedures is considered, treating one of the states as an unknown null hypothesis.
Statistics Theory Statistics Theory 62G10 (primary), 62M05 (secondary)
Indeed there is strong resemblance in symptoms between these diseases making problematic targeted medical care of coinfected cases.