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Bias in error estimation when using cross-validation for model selection

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Bias in error estimation when using cross-validation for model selection (English)

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Sudhir Varma

1

Sudhir

Varma

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Dimensions Publication ID

18 August 2022

Richard Simon

2

Richard

Simon

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1034791610

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18 August 2022

language of work or name

English

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publication date

2006

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published in

BMC Bioinformatics

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volume

7

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issue

1

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page(s)

91

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cites work

Diagnosis of multiple cancer types by shrunken centroids of gene expression

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PubMed Central

reference URL

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=1397873

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7 April 2017

Molecular classification of cancer types from microarray data using the combination of genetic algorithms and support vector machines

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PubMed Central

reference URL

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=1397873

retrieved

12 September 2017

Pitfalls in the use of DNA microarray data for diagnostic and prognostic classification

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PubMed Central

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https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=1397873

retrieved

12 September 2017

Selection bias in gene extraction on the basis of microarray gene-expression data

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PubMed Central

reference URL

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=1397873

retrieved

12 September 2017

Prediction error estimation: a comparison of resampling methods

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PubMed Central

reference URL

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=1397873

retrieved

27 September 2017

Estimating misclassification error with small samples via bootstrap cross-validation

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PubMed Central

reference URL

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=1397873

retrieved

29 November 2018

Oligonucleotide microarray for prediction of early intrahepatic recurrence of hepatocellular carcinoma after curative resection.

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PubMed Central

reference URL

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=1397873

retrieved

29 November 2018

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DOI

10.1186/1471-2105-7-91

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Consolidated OpenCitations Corpus – April 2017

OpenCitations bibliographic resource ID

2590258

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journals/bmcbi/VarmaS06

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DBLP Dataset 2021-01-02

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28 January 2021

Dimensions Publication ID

1034791610

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OpenCitations bibliographic resource ID

2590258

1 reference

stated in

Consolidated OpenCitations Corpus – April 2017

OpenCitations bibliographic resource ID

1 reference

Consolidated OpenCitations Corpus – April 2017

OpenCitations bibliographic resource ID

2590258

PubMed publication ID

16504092

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stated in

Consolidated OpenCitations Corpus – April 2017

OpenCitations bibliographic resource ID

2590258

ResearchGate publication ID

7273753

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(Q21284241)

Bias in error estimation when using cross-validation for model selection

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