Review and evaluation of penalised regression methods for risk prediction in low-dimensional data with few events. (Q31013008)

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28 February 2020

review article

0 references

title

Review and evaluation of penalised regression methods for risk prediction in low-dimensional data with few events (English)

1 reference

https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID:26514699%20AND%20SRC:MED&resulttype=core&format=json

biomedical investigative technique

28 February 2020

main subject

1 reference

19 September 2019

3

1 reference

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28 February 2020

author name string

Menelaos Pavlou

1

1 reference

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28 February 2020

Gareth Ambler

2

1 reference

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28 February 2020

Maria De Iorio

4

1 reference

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28 February 2020

Rumana Z Omar

5

1 reference

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28 February 2020

language of work or name

English

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publication date

29 October 2015

1 reference

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28 February 2020

published in

Statistics in Medicine

2 references

19 September 2019

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28 February 2020

volume

35

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28 February 2020

issue

7

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28 February 2020

page(s)

1159-1177

1 reference

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Creative Commons Attribution

28 February 2020

copyright license

1 reference

19 September 2019

0 references

Frequentist accuracy of Bayesian estimates

1 reference

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Penalized Regression and Risk Prediction in Genome-Wide Association Studies

28 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4982098

Reporting and methods in clinical prediction research: a systematic review

28 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4982098

Risk prediction models: I. Development, internal validation, and assessing the incremental value of a new (bio)marker

28 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4982098

Hierarchical Bayesian formulations for selecting variables in regression models

28 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4982098

COORDINATE DESCENT ALGORITHMS FOR NONCONVEX PENALIZED REGRESSION, WITH APPLICATIONS TO BIOLOGICAL FEATURE SELECTION.

28 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4982098

Assessing the performance of prediction models: a framework for traditional and novel measures

28 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4982098

DNA replication licensing factors and aneuploidy are linked to tumor cell cycle state and clinical outcome in penile carcinoma

28 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4982098

Predicting cardiovascular risk in England and Wales: prospective derivation and validation of QRISK2.

28 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4982098

General cardiovascular risk profile for use in primary care: the Framingham Heart Study

28 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4982098

Relaxing the rule of ten events per variable in logistic and Cox regression

28 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4982098

Prognostic modelling with logistic regression analysis: a comparison of selection and estimation methods in small data sets.

28 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4982098

A simulation study of the number of events per variable in logistic regression analysis

28 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4982098

Prognosis and prognostic research: application and impact of prognostic models in clinical practice

28 July 2018

1 reference

An evaluation of penalised survival methods for developing prognostic models with rare events

21 January 2018

1 reference

Cross-validation in survival analysis.

21 January 2018

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High-dimensional Cox models: the choice of penalty as part of the model building process.

21 January 2018

1 reference

Scaling regression inputs by dividing by two standard deviations.

21 January 2018

1 reference

21 January 2018

1 reference

Simplifying a prognostic model: a simulation study based on clinical data

21 January 2018

1 reference

A solution to the problem of separation in logistic regression.

21 January 2018

1 reference

Modern modelling techniques are data hungry: a simulation study for predicting dichotomous endpoints

21 January 2018

1 reference

Transparent Reporting of a multivariable prediction model for Individual Prognosis or Diagnosis (TRIPOD): the TRIPOD statement.

21 January 2018

1 reference

Statistics for High-Dimensional Data

21 January 2018

1 reference

A review of Bayesian variable selection methods: what, how and which

21 January 2018

1 reference

Prognosis and prognostic research: what, why, and how?

21 January 2018

1 reference

PubMed

https://pubmed.ncbi.nlm.nih.gov/26514699

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12 December 2020

based on heuristic

Identifiers

DOI

10.1002/SIM.6782

1 reference

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28 February 2020

1 reference

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28 February 2020

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