Literature DB >> 10226194

No free lunch for early stopping.

Z Cataltepe1, Y S Abu-Mostafa, M Magdon-Ismail.   

Abstract

We show that with a uniform prior on models having the same training error, early stopping at some fixed training error above the training error minimum results in an increase in the expected generalization error.

Mesh:

Year:  1999        PMID: 10226194     DOI: 10.1162/089976699300016557

Source DB:  PubMed          Journal:  Neural Comput        ISSN: 0899-7667            Impact factor:   2.026


  2 in total

1.  Coupling of functional gene diversity and geochemical data from environmental samples.

Authors:  A V Palumbo; J C Schryver; M W Fields; C E Bagwell; J-Z Zhou; T Yan; X Liu; C C Brandt
Journal:  Appl Environ Microbiol       Date:  2004-11       Impact factor: 4.792

2.  Prediction of drug distribution in rat and humans using an artificial neural networks ensemble and a PBPK model.

Authors:  Paulo Paixão; Natália Aniceto; Luís F Gouveia; José A G Morais
Journal:  Pharm Res       Date:  2014-05-28       Impact factor: 4.200

  2 in total

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