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Evolutionary Approaches For Feature Selection In Biological Data, Vinh Q. Dang Jan 2014

Evolutionary Approaches For Feature Selection In Biological Data, Vinh Q. Dang

Theses: Doctorates and Masters

Data mining techniques have been used widely in many areas such as business, science, engineering and medicine. The techniques allow a vast amount of data to be explored in order to extract useful information from the data. One of the foci in the health area is finding interesting biomarkers from biomedical data. Mass throughput data generated from microarrays and mass spectrometry from biological samples are high dimensional and is small in sample size. Examples include DNA microarray datasets with up to 500,000 genes and mass spectrometry data with 300,000 m/z values. While the availability of such datasets can aid in …