Density Estimation via Measure Transport: Outlook for Applications in the Biological Sciences

arXiv:2309.15366v3 Announce Type: replace-cross
Abstract: One among several advantages of measure transport methods is that they allow for a unified framework for processing and analysis of data distributed according to a wide class of probability measures. Within this context, we present results from computational studies aimed at assessing the potential of measure transport techniques, specifically, the use of triangular transport maps, as part of a workflow intended to support research in the biological sciences. Scenarios characterized by the availability of …

abstract advantages analysis and analysis applications arxiv biological sciences class computational context cs.lg data distributed framework outlook physics.bio-ph probability processing q-bio.qm results studies transport type via