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We consider least squares estimation in a general nonparametric regression model.
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Rakhlin, A., Sridharan, K., and Tsybakov, A. B. (2017) · 2017
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Sharp oracle inequalities for least squares estimators in shape restricted regression
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On matrix estimation under monotonicity constraints
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Nonparametric shape-restricted regression
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Robustness of shape-restricted regression estimators: an envelope perspective
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Kuchibhotla, A. K. and Chakrabortty, A. (2018) · 2018
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Convergence rates of least squares regression estimators with heavy-tailed errors
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An unrestricted learning procedure
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