Learning entropy production via neural networks
Sign Up to like & getrecommendations! Published in 2020 at "Physical review letters"
DOI: 10.1103/physrevlett.125.140604
Abstract: This Letter presents a neural estimator for entropy production (NEEP), that estimates entropy production (EP) from trajectories of relevant variables without detailed information on the system dynamics. For steady state, we rigorously prove that the… read more here.
Keywords: learning entropy; production via; entropy production; neural networks ... See more keywords
Learning Entropy as a Learning-Based Information Concept
Sign Up to like & getrecommendations! Published in 2019 at "Entropy"
DOI: 10.3390/e21020166
Abstract: Recently, a novel concept of a non-probabilistic novelty detection measure, based on a multi-scale quantification of unusually large learning efforts of machine learning systems, was introduced as learning entropy (LE). The key finding with LE… read more here.
Keywords: based information; concept; information; entropy learning ... See more keywords