Learning effective stochastic differential equations from microscopic simulations: Linking stochastic numerics to deep learning.
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| Title: | Learning effective stochastic differential equations from microscopic simulations: Linking stochastic numerics to deep learning. |
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| Authors: | Dietrich, Felix1 (AUTHOR) felix.dietrich@tum.de, Makeev, Alexei2 (AUTHOR) amak@cs.msu.ru, Kevrekidis, George3 (AUTHOR) georgek@math.umass.edu, Evangelou, Nikolaos4 (AUTHOR) nevange2@jh.edu, Bertalan, Tom4 (AUTHOR) tom@tombertalan.com, Reich, Sebastian5 (AUTHOR) sereich@uni-potsdam.de, Kevrekidis, Ioannis G.4 (AUTHOR) yannisk@jhu.edu |
| Source: | Chaos. Feb2023, Vol. 33 Issue 2, p1-19. 19p. |
| Database: | Mathematics Source |
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| FullText | Links: – Type: pdflink Text: Availability: 1 |
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| Header | DbId: msf DbLabel: Mathematics Source An: 162170686 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=msf&AN=162170686 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1063/5.0113632 Languages: – Code: eng Text: English PhysicalDescription: Pagination: PageCount: 19 StartPage: 1 Titles: – TitleFull: Learning effective stochastic differential equations from microscopic simulations: Linking stochastic numerics to deep learning. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Dietrich, Felix – PersonEntity: Name: NameFull: Makeev, Alexei – PersonEntity: Name: NameFull: Kevrekidis, George – PersonEntity: Name: NameFull: Evangelou, Nikolaos – PersonEntity: Name: NameFull: Bertalan, Tom – PersonEntity: Name: NameFull: Reich, Sebastian – PersonEntity: Name: NameFull: Kevrekidis, Ioannis G. IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 02 Text: Feb2023 Type: published Y: 2023 Identifiers: – Type: issn-print Value: 10541500 Numbering: – Type: volume Value: 33 – Type: issue Value: 2 Titles: – TitleFull: Chaos Type: main |
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