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Genetic programming for mining DNA chip data from cancer patients

Langdon, WB; Buxton, BF; (2004) Genetic programming for mining DNA chip data from cancer patients. Genetic Programming and Evolvable Machines , 5 (3) pp. 251-257. Green open access

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Abstract

In machine learning terms DNA (gene) chip data is unusual in having thousands of attributes (the gene expression values) but few (<100) records (the patients). A GP based method for both feature selection and generating simple models based on a few genes is demonstrated on cancer data.

Type: Article
Title: Genetic programming for mining DNA chip data from cancer patients
Open access status: An open access version is available from UCL Discovery
Additional information: Imported via OAI, 7:29:01 24th May 2005; Imported via OAI, 7:29:01 2nd Aug 2005
UCL classification: UCL
UCL > Provost and Vice Provost Offices
UCL > Provost and Vice Provost Offices > UCL BEAMS
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science > Dept of Computer Science
URI: https://discovery.ucl.ac.uk/id/eprint/573
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