Bias-Reduced Estimation of Mean Absolute Deviation Around the Median

نویسندگان

چکیده

A bias-reduced estimator is proposed for the mean absolute deviation parameter of a median regression model. workaround devised lack smoothness in sense conventionally required general estimation. local asymptotic normality property and Bahadur--Kiefer representation suffice proving validity bias correction. The proposal developed under classical regime but, based on simulations, it seems to work also high-dimensional settings.

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ژورنال

عنوان ژورنال: Social Science Research Network

سال: 2022

ISSN: ['1556-5068']

DOI: https://doi.org/10.2139/ssrn.4308385