Comparison of Principal Components Analysis,Independent Components Analysis and Common Components Analysis

作     者：Douglas N.Rutledge 

作者机构：INRAUMR GENIALAgroParisTechUniversitéParis-SaclayMassyFrance 

出 版 物：《Journal of Analysis and Testing》 (分析检测（英文）)

年 卷 期：2018年第2卷第3期

页      面：235-248页

核心收录：

学科分类：0830[工学-环境科学与工程（可授工学、理学、农学学位）] 07[理学] 0817[工学-化学工程与技术] 0804[工学-仪器科学与技术] 0805[工学-材料科学与工程（可授工学、理学学位）] 0703[理学-化学] 0701[理学-数学] 0702[理学-物理学] 070101[理学-基础数学] 

主　　题：Exploratory data analysis Chemometrics Principal components analysis Independent components analysis Common components analysis Common components and specific weights analysis 

摘      要：The aim of this work is to describe and compare three exploratory chemometrical tools,principal components analysis,independent components analysis and common components analysis,the last one being a modification of the multi-block statistical method known as common components and specific weights *** three methods were applied to a set of data to show the differences and similarities of the results obtained,highlighting their complementarity.