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Cancer classification based on microarray gene expression data using a principal component accumulation method
Authors:LIU JingJing  CAI WenSheng & SHAO XueGuang Research Center for Analytical Sciences  College of Chemistry  Nankai University  Tianjin   China
Affiliation:LIU JingJing,CAI WenSheng & SHAO XueGuang Research Center for Analytical Sciences,College of Chemistry,Nankai University,Tianjin 300071,China
Abstract:The classification of cancer is a major research topic in bioinformatics. The nature of high dimensionality and small size associated with gene expression data,however,makes the classification quite challenging. Although principal component analysis (PCA) is of particular interest for the high-dimensional data,it may overemphasize some aspects and ignore some other important information contained in the richly complex data,because it displays only the difference in the first twoor three-dimensional PC subsp...
Keywords:cancer classification  principal component analysis  principal component accumulation  gene expression data  
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