Functional Canonical Correlation Analysis and Its Application in Economic Data Analysis

被引:0
作者
Jin Liurui [1 ]
机构
[1] Henan Univ Finance & Econ, Dept Stat, Zhengzhou 450002, Peoples R China
来源
DATA PROCESSING AND QUANTITATIVE ECONOMY MODELING | 2010年
关键词
Panal data; Functional variable; Correlation between curves; Canonical correlation analysis;
D O I
暂无
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
Classical canonical correlation analysis can study the correlation relationship between two sets of traditional variables using cross-section data, but it cannot analyze the correlation relationship between two functional variables using panal data. Functional canonical correlation analysis (FCCA) solves the problem. FCCA can find correlative forms and corresponding degree. In the paper the basic idea and method of FCCA is demonstrated, and then it is applied into analyzing covarying modes between annual income per capita and living expenditure of urban households. We find that it has good properties and significance in analying economic data and can mine economic laws which cannot be easily found with traditional methods.
引用
收藏
页码:261 / 270
页数:10
相关论文
共 11 条
[1]  
[Anonymous], 1997, FUNCTIONAL DATA ANAL
[2]  
[Anonymous], MULTIVARIATE STAT AN
[3]   Smoothing spline models for the analysis of nested and crossed samples of curves [J].
Brumback, BA ;
Rice, JA .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1998, 93 (443) :961-976
[4]  
Davidian M, 2004, STAT SINICA, V14, P613
[5]  
James R., 2005, Functional data analysis, V2nd
[6]  
Ramsay J. O., 2002, Applied functional data analysis: methods and case studies, V77
[7]  
Ramsay JO, 2000, J AM STAT ASSOC, V95, P9
[8]   Functional data analysis with application to periodically stimulated foetal heart rate data. I: Functional regression [J].
Ratcliffe, SJ ;
Leader, LR ;
Heller, GZ .
STATISTICS IN MEDICINE, 2002, 21 (08) :1103-1114
[9]  
Yan Mingyi, 2007, STAT RES, V2, P87
[10]  
Yan Mingyi, 2007, CONT EC SCI, V1, P108