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A consistent specification test for expectile models

信息来源: 作者:  发布时间:2024-08-20

报告题目:A consistent specification test for expectile models

主讲人:宋晓军副教授(北京大学)

时间:2024年8月21日(周三)16:00 p.m.

地点:北院卓远楼305会议室

主办单位:统计与数学学院


摘要:In many economic applications, interest goes beyond the mean of the conditional distribution of the response given the covariates. Quantile regression (Koenker and Bassett, 1978) allows the researcher to explore a continuous range of conditional quantile functions, Drawbacks of quantile regression: non-differentiable loss function, inefficiency for Gaussian-like error distributions, and difficulty calculating acovariance matrix. Expectile regression (Newey and Powell, 1987) has emerged as a powerful alternative to quantile regression in a wide range of applications. Advantages over quantiles: easier to compute; covariance matrix of an expectile estimator does not involve the density function. We develop omnibus specification tests of parametric expectile models over a continuum of expectile levels. The test has nontrivial power to a sequence of local alternatives approaching the null at the rate n-1/2, A simple multiplier bootstrap procedure is proposed to implement the test.


主讲人简介:

宋晓军,男,北京大学光华管理学院商务统计与经济计量系副教授,博士生导师,西班牙马德里卡洛斯三世大学经济学博士。主要研究兴趣是理论计量经济学,包括非参数/半参数方法,假设检验和自助法,以及计量经济学的应用等。论文发表在Annals of Applied Statistics,Biometrics,Econometric Theory,Journal of Applied Econometrics,Journal of Business & Economic Statistics和Journal of Econometrics等国际期刊。主持和参加自然科学基金面上项目和重点项目等。自2020年1月起担任Economic Modelling副主编。




学科 统计学 讲座时间 2024年8月21日
主讲人 宋晓军副教授(北京大学) 讲座地点 北院卓远楼305会议室