G2TT
来源类型Working Paper
规范类型报告
DOI10.3386/t0186
来源IDTechnical Working Paper 0186
Information Theoretic Approaches to Inference in Moment Condition Models
Guido W. Imbens; Phillip Johnson; Richard H. Spady
发表日期1995-10-01
出版年1995
语种英语
摘要One-step efficient GMM estimation has been developed in the recent papers of Back and Brown (1990), Imbens (1993) and Qin and Lawless (1994). These papers emphasized methods that correspond to using Owen's (1988) method of empirical likelihood to reweight the data so that the reweighted sample obeys all the moment restrictions at the parameter estimates. In this paper we consider an alternative KLIC motivated weighting and show how it and similar discrete reweightings define a class of unconstrained optimization problems which includes GMM as a special case. Such KLIC-motivated reweightings introduce M auxiliary `tilting' parameters, where M is the number of moments; parameter and overidentification hypotheses can be recast in terms of these tilting parameters. Such tests, when appropriately conditioned on the estimates of the original parameters, are often startlingly more effective than their conventional counterparts. This is apparently due to the local ancillarity of the original parameters for the tilting parameters.
URLhttps://www.nber.org/papers/t0186
来源智库National Bureau of Economic Research (United States)
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条目标识符http://119.78.100.153/handle/2XGU8XDN/562733
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Guido W. Imbens,Phillip Johnson,Richard H. Spady. Information Theoretic Approaches to Inference in Moment Condition Models. 1995.
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