A Integrated Cancer Classification Method Based on CIJEP

作者:Liu, Zeping*; Liu, Juanmei
来源:Journal of Computational and Theoretical Nanoscience, 2015, 12(9): 2041-2047.
DOI:10.1166/jctn.2015.3984

摘要

In recent years, Microarray technology have been used to acquire large-scale gene expression data. This data have the characters of high dimension and high noise, which makes the distinguish of patient samples from normal samples difficult. This paper presented a integrated cancer classification method based on CIJEP(Bag-CIJEP). IJEP based cancer classifier is used as base classifier, and the bagging strategy is applied to integrate these classifiers. The experiment of this proposed method was conducted on ALL/ AML data set and the experimental results show that the presented method improves cancer classification accuracy compared with some traditional classification methods.

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