Feature Filtering Techniques for Biased Microarray Sample Sets
Abu Kamal
Broschiertes Buch

Feature Filtering Techniques for Biased Microarray Sample Sets

Some Thoughts and Solutions

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Microarray expression data contain expression levels of a large number of genes and have been used in many scientific research and clinical studies. Due to its high dimensionalities, selecting a small number of genes has shown to be beneficial for many tasks such as building prediction models for a particular disease or gene regulatory network discovery. Traditional gene selection methods, however, fail to take the class distribution into the selection process. In Biomedical science, it is very common to have microarray expression data severely biased having very small number of diseased sampl...