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Machine Learning Link Inference of Noisy Delay-Coupled Networks with Optoelectronic Experimental Tes...

Machine Learning Link Inference of Noisy Delay-Coupled Networks with Optoelectronic Experimental Tes...

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_0f450d9779a84d8e80673fbb0ccf9b06

Machine Learning Link Inference of Noisy Delay-Coupled Networks with Optoelectronic Experimental Tests

About this item

Full title

Machine Learning Link Inference of Noisy Delay-Coupled Networks with Optoelectronic Experimental Tests

Publisher

College Park: American Physical Society

Journal title

Physical review. X, 2021-07, Vol.11 (3), p.031014, Article 031014

Language

English

Formats

Publication information

Publisher

College Park: American Physical Society

More information

Scope and Contents

Contents

We devise a machine learning technique to solve the general problem of inferring network links that have time delays using only time series data of the network nodal states. This task has applications in many fields, e.g., from applied physics, data science, and engineering to neuroscience and biology. Our approach is to first train a type of machi...

Alternative Titles

Full title

Machine Learning Link Inference of Noisy Delay-Coupled Networks with Optoelectronic Experimental Tests

Authors, Artists and Contributors

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_doaj_primary_oai_doaj_org_article_0f450d9779a84d8e80673fbb0ccf9b06

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_0f450d9779a84d8e80673fbb0ccf9b06

Other Identifiers

ISSN

2160-3308

E-ISSN

2160-3308

DOI

10.1103/PhysRevX.11.031014

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