Geometrical interpretation of dynamical phase transitions in boundary-driven systems.
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DOI: 10.1103/physreve.96.062108
Abstract: Dynamical phase transitions are defined as nonanalytic points of the large deviation function of current fluctuations. We show that for boundary-driven systems, many dynamical phase transitions can be identified using the geometrical structure of an… read more here.
Keywords: driven systems; geometrical interpretation; boundary driven; phase transitions ... See more keywords
Geometrical Interpretation and Design of Multilayer Perceptrons.
Sign Up to like & getrecommendations! Published in 2022 at "IEEE transactions on neural networks and learning systems"
DOI: 10.1109/tnnls.2022.3190364
Abstract: The multilayer perceptron (MLP) neural network is interpreted from the geometrical viewpoint in this work, that is, an MLP partition an input feature space into multiple nonoverlapping subspaces using a set of hyperplanes, where the… read more here.
Keywords: multilayer; class; interpretation design; geometrical interpretation ... See more keywords