GMM with weak identification

被引:413
作者
Stock, JH
Wright, JH
机构
[1] Harvard Univ, Kennedy Sch Govt, Cambridge, MA 02138 USA
[2] Fed Reserve Syst, Board Governors, Washington, DC 20551 USA
关键词
instrumental variables; empirical processes; Euler equation estimation; asset pricing;
D O I
10.1111/1468-0262.00151
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper develops asymptotic distribution theory for GMM estimators and test statistics when some or all of the parameters are weakly identified. General results are obtained and are specialized to two important cases: linear instrumental variables regression and Euler equations estimation of the CCAPM. Numerical results for the CCAPM demonstrate that weak-identification asymptotics explains the breakdown of conventional GMM procedures documented in previous Monte Carlo studies. Confidence sets immune to weak identification are proposed. We use these results to inform an empirical investigation of various CCAPM specifications; the substantive conclusions reached differ from those obtained using conventional methods.
引用
收藏
页码:1055 / 1096
页数:42
相关论文
共 48 条
[21]   Judging instrument relevance in instrumental variables estimation [J].
Hall, AR ;
Rudebusch, GD ;
Wilcox, DW .
INTERNATIONAL ECONOMIC REVIEW, 1996, 37 (02) :283-298
[22]   Stochastic equicontinuity for unbounded dependent heterogeneous arrays [J].
Hansen, BE .
ECONOMETRIC THEORY, 1996, 12 (02) :347-359
[23]   LARGE SAMPLE PROPERTIES OF GENERALIZED-METHOD OF MOMENTS ESTIMATORS [J].
HANSEN, LP .
ECONOMETRICA, 1982, 50 (04) :1029-1054
[24]   Finite-sample properties of some alternative GMM estimators [J].
Hansen, LP ;
Heaton, J ;
Yaron, A .
JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 1996, 14 (03) :262-280
[25]   GENERALIZED INSTRUMENTAL VARIABLES ESTIMATION OF NON-LINEAR RATIONAL-EXPECTATIONS MODELS [J].
HANSEN, LP ;
SINGLETON, KJ .
ECONOMETRICA, 1982, 50 (05) :1269-1286
[26]   THE INTERACTION BETWEEN TIME-NONSEPARABLE PREFERENCES AND TIME AGGREGATION [J].
HEATON, J .
ECONOMETRICA, 1993, 61 (02) :353-385
[27]   ON TESTS OF REPRESENTATIVE CONSUMER ASSET PRICING-MODELS [J].
KOCHERLAKOTA, NR .
JOURNAL OF MONETARY ECONOMICS, 1990, 26 (02) :285-304
[28]   TEMPORAL RESOLUTION OF UNCERTAINTY AND DYNAMIC CHOICE THEORY [J].
KREPS, DM ;
PORTEUS, EL .
ECONOMETRICA, 1978, 46 (01) :185-200
[29]   ON THE EXACT SMALL SAMPLE DISTRIBUTION OF THE INSTRUMENTAL VARIABLE ESTIMATOR [J].
MADDALA, GS ;
JEONG, JN .
ECONOMETRICA, 1992, 60 (01) :181-183
[30]  
NEELEY J, 1994, UNPUB RECONSIDERATIO