%0 Journal Article %1 langdon:2004:GPEM %A Langdon, W. B. %A Buxton, B. F. %D 2004 %J Genetic Programming and Evolvable Machines %K DNA algorithms, attribute cancer chip classification, cross data evolutionary expression, fold gene genetic learning, leave machine mining, one out predicting programming, selection, validation, %N 3 %P 251--257 %R doi:10.1023/B:GENP.0000030196.55525.f7 %T Genetic Programming for Mining DNA Chip data from Cancer Patients %U http://www.cs.ucl.ac.uk/staff/W.Langdon/ftp/papers/wbl_dnachip.ps.gz %V 5 %X 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.

@article{langdon:2004:GPEM, 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.}, added-at = {2008-06-19T17:35:00.000+0200}, author = {Langdon, W. B. and Buxton, B. F.}, biburl = {https://www.bibsonomy.org/bibtex/29de4b218a879f01a8905d2a3e99b698f/brazovayeye}, doi = {doi:10.1023/B:GENP.0000030196.55525.f7}, interhash = {e1a3254f32233adffd96e9ee4d9c4a03}, intrahash = {9de4b218a879f01a8905d2a3e99b698f}, issn = {1389-2576}, journal = {Genetic Programming and Evolvable Machines}, keywords = {DNA algorithms, attribute cancer chip classification, cross data evolutionary expression, fold gene genetic learning, leave machine mining, one out predicting programming, selection, validation,}, month = {September}, notes = {Article ID: 5272972}, number = 3, pages = {251--257}, size = {8 pages}, timestamp = {2008-06-19T17:45:02.000+0200}, title = {Genetic Programming for Mining {DNA} Chip data from Cancer Patients}, url = {http://www.cs.ucl.ac.uk/staff/W.Langdon/ftp/papers/wbl_dnachip.ps.gz}, volume = 5, year = 2004 }