Forecasting compositional time series

被引:20
作者
Mills, Terence C. [1 ]
机构
[1] Univ Loughborough, Dept Econ, Loughborough LE11 3TU, Leics, England
关键词
Compositional data; Forecasting; Hyperspherical transformation; Logistic transformation; Time series; Trends; OBESITY; MODEL; ZEROS;
D O I
10.1007/s11135-009-9229-8
中图分类号
C [社会科学总论];
学科分类号
03 ; 0303 ;
摘要
Compositional data sets occur in many disciplines and give rise to some interesting statistical considerations. In recent years, the modelling and forecasting of compositional time series has seen some important developments, although this approach does not seem to be widely known. This paper represents a modest step towards rectifying this. After briefly setting out the basic structure of compositional data sets and outlining the implications for forecasting compositional time series, it illustrates the techniques using three examples: modelling and forecasting expenditure shares in the U.K. economy; forecasting trends in obesity in England; and examining shifts in the proportions of English first class cricketers born during particular quarters of the year.
引用
收藏
页码:673 / 690
页数:18
相关论文
共 32 条
[1]   Autocovariance functions of series and of their transforms [J].
Abadir, KM ;
Talmain, G .
JOURNAL OF ECONOMETRICS, 2005, 124 (02) :227-252
[2]  
AITCHISON J, 1982, J ROY STAT SOC B, V44, P139
[3]   Compositional data analysis: Where are we and where should we be heading? [J].
Aitchison, J ;
Egozcue, JJ .
MATHEMATICAL GEOLOGY, 2005, 37 (07) :829-850
[4]   LOGISTIC-NORMAL DISTRIBUTIONS - SOME PROPERTIES AND USES [J].
AITCHISON, J ;
SHEN, SM .
BIOMETRIKA, 1980, 67 (02) :261-272
[5]  
Aitchison J., 1984, MATH GEOL, V16, P531
[6]  
[Anonymous], 12954 NBER
[7]  
[Anonymous], 2003, STAT ANAL COMPOSITIO
[8]   Statistical interpretation of species composition [J].
Billheimer, D ;
Guttorp, P ;
Fagan, WF .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2001, 96 (456) :1205-1214
[9]  
BILLHEIMER D, 1997, 11 NRCSE
[10]  
Brunsdon T.M., 1998, Journal of Official Statistics, V14, P237