Li-Hsiang Lin

AdaptICA: Data-Adaptive Transformation Learning for Independent Component Analysis

AdaptICA is proposed, an adaptive transformation-based framework that jointly learns grouped componentwise transformations and the demixing structure using a profiled mutual-information criterion and establishes identifiability, consistency, and asymptotic normality of the transformation estimator, together with joint...