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Solving high-dimensional eigenvalue problems using deep neural networks: A diffusion Monte Carlo like approach

Jiequn Han, Jianfeng Lu, Mo Zhou

2020Journal of Computational Physics78 citationsDOIOpen Access PDF

Topics & Concepts

Monte Carlo methodStatistical physicsEigenvalues and eigenvectorsMonte Carlo molecular modelingMonte Carlo method in statistical physicsComputer scienceHybrid Monte CarloDiffusionApplied mathematicsArtificial neural networkPhysicsMathematicsMarkov chain Monte CarloArtificial intelligenceStatisticsQuantum mechanicsThermodynamicsMachine Learning in Materials ScienceModel Reduction and Neural NetworksNeural Networks and Applications
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