半参数回归的效率界

Efficiency Bounds for Semiparametric Regression

Econometrica · 1992
被引 319
人大 A+FT50ABS 4*

中文导读

推导了带有非参数成分的条件矩约束的效率界,适用于参数部分和函数部分相加的回归模型,如样本选择模型。

Abstract

Efficiency bounds for conditional moment restrictions with a nonparametric component are derived. There is a given function of the data (a random sample from a distribution F) and a parameter. The restriction is that a conditional expectation of this function is zero at some point in the parameter space. The parameter has two parts: a finite-dimensional component and a general function evaluated at a subset of the conditioning variables. An example is a regression function that is additive in parametric and nonparametric component, as arises in sample selection models. Copyright 1992 by The Econometric Society.

半参数回归效率界条件矩约束非参数分量