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20152021
most citedRobust mixture regression based on the skew t distribution

12 citations · 26 across the 14 of their papers we have counts for

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math.ST2015★ 12 cited

Robust mixture regression based on the skew t distribution

Fatma Zehra Doğru, Olcay Arslan

In this study, we propose a robust mixture regression procedure based on the skew t distribution to model heavy-tailed and/or skewed errors in a mixture regression setting. Using t…

stat.ME2015

Penalized MM Regression Estimation with Penalty: A Robust Version of Bridge Regression

Olcay Arslan

The bridge regression estimator generalizes both ridge regression and LASSO estimators. Since it minimizes the sum of squared residuals with a penalty, this estimator is ty…

math.ST2015

Robust mixture regression modeling based on the Generalized M (GM)-estimation method

Fatma Zehra Doğru, Olcay Arslan

Bai (2010) and Bai et al. (2012) proposed robust mixture regression method based on the M regression estimation. However, the M-estimators are robust against the outliers in respon…