One method to do this is apply prefiltering criteria in which the candidate number of genes for building a classifier is smaller than the number of samples. For example, Dudoit et al [7] performed a systematic comparison of several discrimination methods for the classification of tumors based on microarray experiments. However, they must perform an initial reduction in the number of predictors before building the classifier.
