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Deep Optimisation: Solving Combinatorial Optimisation Problems using Deep Neural Networks

Published in arXiv (Cornell University) • Nov 2, 2018
NobleIDNI4P94W52R97S22
Authors:
J R Caldwell
,
Richard A. Watson
,
Christoph Thies

Abstract

Deep Optimisation (DO) combines evolutionary search with Deep Neural Networks (DNNs) in a novel way - not for optimising a learning algorithm, but for finding a solution to an optimisation problem. Deep learning has been successfully applied to classification, regression, decision and generative tas...

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