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Unsupervised relational inference using masked reconstruction

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Bibliographic Details
Main Authors: Gerrit, Großmann, Julian, Zimmerlin, Michael, Backenköhler
Format: Book
Language:English
Published: Springer 2023
Subjects:
Stochastic dynamical systems
individual components
Online Access:https://link.springer.com/article/10.1007/s41109-023-00542-x
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7712
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spelling oai:localhost:PNK-77122023-04-10T03:25:02Z Unsupervised relational inference using masked reconstruction Gerrit, Großmann Julian, Zimmerlin Michael, Backenköhler Stochastic dynamical systems individual components CC BY Stochastic dynamical systems in which local interactions give rise to complex emerging phenomena are ubiquitous in nature and society. This work explores the problem of inferring the unknown interaction structure (represented as a graph) of such a system from measurements of its constituent agents or individual components (represented as nodes). We consider a setting where the underlying dynamical model is unknown and where different measurements (i.e., snapshots) may be independent (e.g., may stem from different experiments). 2023-04-10T03:25:02Z 2023-04-10T03:25:02Z 2023 Book https://link.springer.com/article/10.1007/s41109-023-00542-x https://dlib.phenikaa-uni.edu.vn/handle/PNK/7712 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic Stochastic dynamical systems
individual components
spellingShingle Stochastic dynamical systems
individual components
Gerrit, Großmann
Julian, Zimmerlin
Michael, Backenköhler
Unsupervised relational inference using masked reconstruction
description CC BY
format Book
author Gerrit, Großmann
Julian, Zimmerlin
Michael, Backenköhler
author_facet Gerrit, Großmann
Julian, Zimmerlin
Michael, Backenköhler
author_sort Gerrit, Großmann
title Unsupervised relational inference using masked reconstruction
title_short Unsupervised relational inference using masked reconstruction
title_full Unsupervised relational inference using masked reconstruction
title_fullStr Unsupervised relational inference using masked reconstruction
title_full_unstemmed Unsupervised relational inference using masked reconstruction
title_sort unsupervised relational inference using masked reconstruction
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s41109-023-00542-x
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7712
_version_ 1762818480702226432
score 8.889492

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