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Fast learning rates for plug-in classifiers

Fast learning rates for plug-in classifiers

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2088010521

Fast learning rates for plug-in classifiers

About this item

Full title

Fast learning rates for plug-in classifiers

Publisher

Ithaca: Cornell University Library, arXiv.org

Journal title

arXiv.org, 2007-08

Language

English

Formats

Publication information

Publisher

Ithaca: Cornell University Library, arXiv.org

More information

Scope and Contents

Contents

It has been recently shown that, under the margin (or low noise) assumption, there exist classifiers attaining fast rates of convergence of the excess Bayes risk, that is, rates faster than \(n^{-1/2}\). The work on this subject has suggested the following two conjectures: (i) the best achievable fast rate is of the order \(n^{-1}\), and (ii) the p...

Alternative Titles

Full title

Fast learning rates for plug-in classifiers

Authors, Artists and Contributors

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_proquest_journals_2088010521

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2088010521

Other Identifiers

E-ISSN

2331-8422

DOI

10.48550/arxiv.0708.2321

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