Variance based selection to improve test set performance in Genetic Programming

R. Muhammad Atif Azad; Conor Ryan

doi:10.1145/2001576.2001754

Variance based selection to improve test set performance in Genetic Programming

R. Muhammad Atif Azad^*, Conor Ryan

^*Corresponding author for this work

University of Limerick

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

15 Citations (Scopus)

Original language	English
Title of host publication	Genetic and Evolutionary Computation Conference, GECCO'11
Pages	1315-1322
Number of pages	8
DOIs	https://doi.org/10.1145/2001576.2001754
Publication status	Published (VoR) - 2011
Event	13th Annual Genetic and Evolutionary Computation Conference, GECCO'11 - Dublin, Ireland Duration: 12 Jul 2011 → 16 Jul 2011

Publication series

Name	Genetic and Evolutionary Computation Conference, GECCO'11

Conference

Conference	13th Annual Genetic and Evolutionary Computation Conference, GECCO'11
Country/Territory	Ireland
City	Dublin
Period	12/07/11 → 16/07/11

Keywords

Genetic Programming
Over-fitting
Regularization
Symbolic regression
Variance

Access to Document

10.1145/2001576.2001754

Cite this

@inproceedings{aaa09519393c4c8aaeda8934729abe4d,

title = "Variance based selection to improve test set performance in Genetic Programming",

keywords = "Genetic Programming, Over-fitting, Regularization, Symbolic regression, Variance",

author = "Azad, {R. Muhammad Atif} and Conor Ryan",

year = "2011",

doi = "10.1145/2001576.2001754",

language = "English",

isbn = "9781450305570",

series = "Genetic and Evolutionary Computation Conference, GECCO'11",

pages = "1315--1322",

booktitle = "Genetic and Evolutionary Computation Conference, GECCO'11",

note = "13th Annual Genetic and Evolutionary Computation Conference, GECCO'11 ; Conference date: 12-07-2011 Through 16-07-2011",

}

Azad, RMA & Ryan, C 2011, Variance based selection to improve test set performance in Genetic Programming. in Genetic and Evolutionary Computation Conference, GECCO'11. Genetic and Evolutionary Computation Conference, GECCO'11, pp. 1315-1322, 13th Annual Genetic and Evolutionary Computation Conference, GECCO'11, Dublin, Ireland, 12/07/11. https://doi.org/10.1145/2001576.2001754

TY - GEN

T1 - Variance based selection to improve test set performance in Genetic Programming

AU - Azad, R. Muhammad Atif

AU - Ryan, Conor

PY - 2011

Y1 - 2011

KW - Genetic Programming

KW - Over-fitting

KW - Regularization

KW - Symbolic regression

KW - Variance

UR - http://www.scopus.com/inward/record.url?scp=84860410775&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=84860410775&partnerID=8YFLogxK

U2 - 10.1145/2001576.2001754

DO - 10.1145/2001576.2001754

M3 - Conference contribution

AN - SCOPUS:84860410775

SN - 9781450305570

T3 - Genetic and Evolutionary Computation Conference, GECCO'11

SP - 1315

EP - 1322

BT - Genetic and Evolutionary Computation Conference, GECCO'11

T2 - 13th Annual Genetic and Evolutionary Computation Conference, GECCO'11

Y2 - 12 July 2011 through 16 July 2011

ER -

Variance based selection to improve test set performance in Genetic Programming

Publication series

Conference

Keywords

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