DocumentCode :
1586564
Title :
Study on exploratory factor analysis in measurement information extraction and reconstruction
Author :
Feng Dengchao ; Nan, Xiang ; Wei, Sun ; Xuhong, Ren ; Zhenyu, Jing ; Qing, Guo
Author_Institution :
Dept. of Electron. Eng., North China Inst. of Aerosp. Eng., Lang fang, China
Volume :
2
fYear :
2011
Firstpage :
76
Lastpage :
79
Abstract :
In order to explore the potential association of various factors in actual measurement data, the principle of exploratory factor analysis was discussed in the paper and its application for the measurement information mining was explored to implement the synthesis and simplification of original multivariate plane data. Firstly, the correlation analysis of original variable and the extraction of common factors were executed. Secondly, the factor matrix was calculated to obtain the physical significance of common factors. Finally, the factor score coefficient matrix was obtained by virtue of the regression analysis, which can combine and synthesize the relevant variable to realize the extraction and reconstruction of measurement information. The simulation experiment testified the validity of the model. However, the reasonable selection of the extraction method of common factor and the quantitative criterion still need further research.
Keywords :
correlation methods; matrix decomposition; measurement theory; regression analysis; correlation analysis; exploratory factor analysis; factor score coefficient matrix; measurement information extraction; measurement information mining; measurement information reconstruction; original multivariate plane data; regression analysis; Aerospace engineering; Analytical models; Correlation; Data mining; Educational institutions; Instruments; Rotation measurement; correlation matrix; exploratory factor analysis; regression; varimax;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electronic Measurement & Instruments (ICEMI), 2011 10th International Conference on
Conference_Location :
Chengdu
Print_ISBN :
978-1-4244-8158-3
Type :
conf
DOI :
10.1109/ICEMI.2011.6037769
Filename :
6037769
Link To Document :
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