Trimmed Mean Isotonic Regression

Trimmed Mean Isotonic Regression

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Article ID: iaor2016650
Volume: 43
Issue: 1
Start Page Number: 202
End Page Number: 212
Publication Date: Mar 2016
Journal: Scandinavian Journal of Statistics
Authors:
Keywords: statistics: regression, statistics: distributions
Abstract:

The trimmed mean is well‐known in literature for being more robust and for having better efficiency than the sample mean when data is generated from heavy‐tailed distributions. In this article, the trimmed mean in the isotonic regression setup is proposed, and the asymptotic as well as the robustness properties of the estimator are studied. The usefulness of the proposed estimator is illustrated using different real and simulated data. Further, the performance of the estimator is compared with that of the mean and the median isotonic regression estimators.

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