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Bayesian Optimization Over Iterative Learners with Structured Responses: A Budget-aware Planning App...

Bayesian Optimization Over Iterative Learners with Structured Responses: A Budget-aware Planning App...

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2681638641

Bayesian Optimization Over Iterative Learners with Structured Responses: A Budget-aware Planning Approach

About this item

Full title

Bayesian Optimization Over Iterative Learners with Structured Responses: A Budget-aware Planning Approach

Publisher

Ithaca: Cornell University Library, arXiv.org

Journal title

arXiv.org, 2023-02

Language

English

Formats

Publication information

Publisher

Ithaca: Cornell University Library, arXiv.org

More information

Scope and Contents

Contents

The rising growth of deep neural networks (DNNs) and datasets in size motivates the need for efficient solutions for simultaneous model selection and training. Many methods for hyperparameter optimization (HPO) of iterative learners, including DNNs, attempt to solve this problem by querying and learning a response surface while searching for the op...

Alternative Titles

Full title

Bayesian Optimization Over Iterative Learners with Structured Responses: A Budget-aware Planning Approach

Authors, Artists and Contributors

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_proquest_journals_2681638641

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2681638641

Other Identifiers

E-ISSN

2331-8422

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