(Q35571453)

8 August 2017

title

The precision-recall plot is more informative than the ROC plot when evaluating binary classifiers on imbalanced datasets (English)

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8 August 2017

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Takaya Saito

1

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8 August 2017

Marc Rehmsmeier

series ordinal

2

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8 August 2017

language of work or name

English

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publication date

4 March 2015

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8 August 2017

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8 August 2017

volume

10

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8 August 2017

issue

3

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8 August 2017

page(s)

e0118432

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Creative Commons Attribution 4.0 International

8 August 2017

copyright license

start time

4 March 2015

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April 2022 Public Data File from Crossref

copyright status

copyrighted

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cites work

A Review of Computational Tools in microRNA Discovery.

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miRBase: integrating microRNA annotation and deep-sequencing data

12 July 2018

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A CROC stronger than ROC: measuring, visualizing and optimizing early retrieval.

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4349800

RNAz 2.0: improved noncoding RNA detection.

12 July 2018

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https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4349800

Support vector machines and kernels for computational biology

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4349800

minet: A R/Bioconductor package for inferring large transcriptional networks using mutual information

12 July 2018

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Receiver-operating characteristic curve analysis in diagnostic, prognostic and predictive biomarker research

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4349800

What are artificial neural networks?

12 July 2018

1 reference

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MiRFinder: an improved approach and software implementation for genome-wide fast microRNA precursor scans

12 July 2018

1 reference

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Machine learning and its applications to biology

12 July 2018

1 reference

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MiPred: classification of real and pseudo microRNA precursors using random forest prediction model with combined features

12 July 2018

1 reference

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A kernel-based two-class classifier for imbalanced data sets

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4349800

Hairpins in a Haystack: recognizing microRNA precursors in comparative genomics data

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4349800

ROCR: visualizing classifier performance in R

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4349800

Human microRNA prediction through a probabilistic co-learning model of sequence and structure

12 July 2018

1 reference

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Genome-wide association studies for common diseases and complex traits

12 July 2018

1 reference

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Bioconductor: open software development for computational biology and bioinformatics

12 July 2018

1 reference

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MicroRNAs: genomics, biogenesis, mechanism, and function

12 July 2018

2 references

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4349800

12 July 2018

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The problem of bias in training data in regression problems in medical decision support

21 January 2018

1 reference

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Assessing the accuracy of prediction algorithms for classification: an overview

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4349800

Diagnostic tests. 1: Sensitivity and specificity

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4349800

The meaning and use of the area under a receiver operating characteristic (ROC) curve

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4349800

Measuring the accuracy of diagnostic systems

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4349800

The Area under the ROC Curve and Its Competitors

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4349800

A user's guide to support vector machines.

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4349800

Evaluating virtual screening methods: good and bad metrics for the "early recognition" problem.

26 September 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4349800

Use of receiver operating characteristic (ROC) analysis to evaluate sequence matching

26 September 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4349800

An introduction to ROC analysis

26 September 2018

1 reference

https://api.crossref.org/works/10.1371%2FJOURNAL.PONE.0118432

Fast folding and comparison of RNA secondary structures

21 January 2018

1 reference

https://api.crossref.org/works/10.1371%2FJOURNAL.PONE.0118432

A training algorithm for optimal margin classifiers

21 January 2018

1 reference

https://api.crossref.org/works/10.1371%2FJOURNAL.PONE.0118432

Caveats and pitfalls of ROC analysis in clinical microarray research (and how to avoid them)

21 January 2018

1 reference

https://api.crossref.org/works/10.1371%2FJOURNAL.PONE.0118432

10.1371/JOURNAL.PONE.0118432

21 January 2018

Identifiers

DOI

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8 August 2017

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8 August 2017

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