Robust estimation of models of Engel curves

被引:3
作者
Jiazhong You
机构
[1] Worldwide Forecasting, FedEx Services, Memphis, TN 38125-8800
关键词
Engel curves; Outliers; Robust estimators;
D O I
10.1007/s001810100119
中图分类号
学科分类号
摘要
Both standard and robust methods are used here to estimate models of Engel curves for three household commodities, namely, food, transport, and tobacco and alcohol in Canada. The income elasticities of demand computed from the various methods differ significantly for the transport and tobacco-alcohol consumption where there are obvious outliers and zero expenditures problem. Robust estimators point to lower income elasticities and have better performance than the standard LS and Tobit estimator. These results are analyzed in the light of the information on finite-sample performance obtained in a previous Monte Carlo study.
引用
收藏
页码:61 / 73
页数:12
相关论文
共 21 条
[1]  
Coakley C.W., Hettmansperger T.P., A bounded influence, high breakdown, efficient regression estimator, J. Am. Statist. Assoc., 88, pp. 872-880, (1993)
[2]  
Deaton A., Irish M., Statistical models for zero expenditures in household budgets, Journal of Public Economics, 23, pp. 59-80, (1984)
[3]  
Deaton A., Muellbauer J., Economics and Consumer Behavior, (1980)
[4]  
Delgado M.A., Miles D., Household characteristics and consumption behavior: A non-parametric approach, Empirical Economics, 22, pp. 409-429, (1997)
[5]  
Donoho D.L., Huber P.J., The notion of breakdown point, A Festschrift for Erich L. Lehmann, pp. 157-184, (1983)
[6]  
Edgeworth F.Y., On observations relating to several quantities, Hermathena, 6, pp. 279-285, (1887)
[7]  
Giles D.E.A., Hampton P., An Engel curve analysis of household expenditure in New Zealand, Economic Record, 61, pp. 450-462, (1985)
[8]  
Gozalo P.L., Nonparametric bootstrap analysis with applications to demographic effects in demand functions, Journal of Econometrics, 81, pp. 357-393, (1997)
[9]  
Hampel F.R., The influence curve and its role in robust estimation, J. Am. Statist. Assoc., 69, pp. 383-393, (1974)
[10]  
Hausman J.A., Specification tests for econometrics, Econometrica, 46, pp. 1251-1272, (1978)