Nonstandard Limit Theory in Predictive Quantile Regressions-厦门大学经济学院统计学与数据科学系

Nonstandard Limit Theory in Predictive Quantile Regressions

主讲人:Jihyung Lee
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 UIUC

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This paper revisits the models of predictive quantile regressions with persistent predictors. The nonstationary predictors are allowed to be informative with non-zero slope coefficient when estimating the conditional quantiles of the dependent variable. Under this framework, a rather surprising limit theory is developed: (i) the intercept estimator in quantile regression diverges with √n-rate, and (ii) the slope coefficient estimator diverges arbitrarily fast, thereby leading to a spurious quantile prediction. The new limit theory raises a serious empirical concern when predicting conditional quantile of financial returns using persistent predictors.

时间:2018-05-24(Thursday)12:30-14:00
地点:N302, Econ Building
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类型:独立讲座
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