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Binary Interaction Methods for High Dimensional Global Optimization and Machine Learning

Binary Interaction Methods for High Dimensional Global Optimization and Machine Learning

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2680446143

Binary Interaction Methods for High Dimensional Global Optimization and Machine Learning

About this item

Full title

Binary Interaction Methods for High Dimensional Global Optimization and Machine Learning

Publisher

New York: Springer US

Journal title

Applied mathematics & optimization, 2022-08, Vol.86 (1), Article 9

Language

English

Formats

Publication information

Publisher

New York: Springer US

More information

Scope and Contents

Contents

In this work we introduce a new class of gradient-free global optimization methods based on a binary interaction dynamics governed by a Boltzmann type equation. In each interaction the particles act taking into account both the best microscopic binary position and the best macroscopic collective position. For the resulting kinetic optimization meth...

Alternative Titles

Full title

Binary Interaction Methods for High Dimensional Global Optimization and Machine Learning

Authors, Artists and Contributors

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_proquest_journals_2680446143

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2680446143

Other Identifiers

ISSN

0095-4616

E-ISSN

1432-0606

DOI

10.1007/s00245-022-09836-5

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