Feature Selection for High-Dimensional Genomic Microarray Data Export

@inproceedings{citeulike:1305188, abstract = {We report on the successful application of feature selection methods to a classification problem in molecular biology involving only 72 data points in a 7130 dimensional space. Our approach is a hybrid of filter and wrapper approaches to feature selection. We make use of a sequence of simple filters, culminating in Koller and Sahami's (1996) Markov Blanket filter, to decide on particular feature subsets for each subset cardinality. We compare between the resulting subset cardinalities using...}, author = {Xing, Eric P. and Jordan, Michael I. and Karp, Richard M.}, booktitle = {Proc. 18th International Conf. on Machine Learning}, citeulike-article-id = {1305188}, citeulike-linkout-0 = {http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.20.9512}, keywords = {milos}, pages = {601--608}, posted-at = {2008-09-30 15:49:05}, priority = {2}, publisher = {Morgan Kaufmann, San Francisco, CA}, title = {Feature Selection for High-Dimensional Genomic Microarray Data}, url = {http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.20.9512}, year = {2001} }

TY - CONF ID - citeulike:1305188 L3 - citeulike-article-id:1305188 N2 - We report on the successful application of feature selection methods to a classification problem in molecular biology involving only 72 data points in a 7130 dimensional space. Our approach is a hybrid of filter and wrapper approaches to feature selection. We make use of a sequence of simple filters, culminating in Koller and Sahami's (1996) Markov Blanket filter, to decide on particular feature subsets for each subset cardinality. We compare between the resulting subset cardinalities using... EP - 608 TI - Feature Selection for High-Dimensional Genomic Microarray Data PB - Morgan Kaufmann, San Francisco, CA T2 - Proc. 18th International Conf. on Machine Learning SP - 601 KW - milos AU - Xing, Eric AU - Jordan, Michael AU - Karp, Richard PY - 2001/// UR - http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.20.9512 ER -