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Regularly Truncated M-Estimators for Learning With Noisy Labels

IEEE transactions on pattern analysis and machine intelligence, 2024-05, Vol.46 (5), p.3522-3536

2024

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Fuzzy c-ordered medoids clustering for interval-valued data

Pattern recognition, 2016-10, Vol.58, p.49-67

2016

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Robust estimate for count time series using GLARMA models: An application to environmental and epidemiological data

Applied mathematical modelling, 2025-01, Vol.137 (Part A), p.115658, Article 115658

2025

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Robust optimal estimation of location from discretely sampled functional data

Scandinavian journal of statistics, 2023-06, Vol.50 (2), p.411-451

2023

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Intrinsic Cramér-Rao Bounds for Scatter and Shape Matrices Estimation in CES Distributions

IEEE signal processing letters, 2019-02, Vol.26 (2), p.262-266

2019

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Asymptotic Properties of Robust Complex Covariance Matrix Estimates

IEEE transactions on signal processing, 2013-07, Vol.61 (13), p.3348-3356

2013

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Fuzzy clustering of fuzzy data based on robust loss functions and ordered weighted averaging

Fuzzy sets and systems, 2020-06, Vol.389, p.1-28

2020

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Shrinking the Eigenvalues of M-Estimators of Covariance Matrix

IEEE transactions on signal processing, 2021-01, Vol.69, p.256-269

2021

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Measurement of eco-efficiency and convergence: Evidence from a non-parametric frontier analysis

European journal of operational research, 2021-05, Vol.291 (1), p.365-378

2021

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A Massive Data Framework for M-Estimators with Cubic-Rate

Journal of the American Statistical Association, 2018-01, Vol.113 (524), p.1698-1709

2018

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Robust Constant Curvature Curve Communications with Complex and Quaternion Neural Networks

IEEE transactions on communications, 2024-06, p.1-1

2024

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Exponential consistency of M-estimators in generalized linear mixed models

Journal of statistical planning and inference, 2025-03, Vol.235, p.106222, Article 106222

2025

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Group Symmetric Robust Covariance Estimation

IEEE transactions on signal processing, 2016-01, Vol.64 (1), p.244-257

2016

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M-estimators for robust multidimensional scaling employing ℓ2,1 norm regularization

Pattern recognition, 2018-01, Vol.73, p.235-246

2018

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OWA-based robust fuzzy clustering of time series with typicality degrees

Information sciences, 2023-12, Vol.651, p.119706, Article 119706

2023

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Challenging the empirical mean and empirical variance: A deviation study

Annales de l'I.H.P. Probabilités et statistiques, 2012-11, Vol.48 (4)

Catoni, Olivier

2012

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Automatic robust estimation for exponential smoothing: Perspectives from statistics and machine learning

Expert systems with applications, 2020-12, Vol.160, p.113637, Article 113637

2020

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Robust functional ANOVA with application to additive manufacturing

Journal of the Royal Statistical Society Series C: Applied Statistics, 2023-12, Vol.72 (5), p.1210-1234

2023

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Asymptotic properties of M-estimators based on estimating equations and censored data in semi-parametric models with multiple change points

Journal of mathematical analysis and applications, 2021-05, Vol.497 (2), p.124883, Article 124883

2021

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ESTIMATION OF (NEAR) LOW-RANK MATRICES WITH NOISE AND HIGH-DIMENSIONAL SCALING

The Annals of statistics, 2011-04, Vol.39 (2), p.1069-1097

2011

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Robust polytomous logistic regression

Computational statistics & data analysis, 2022-12, Vol.176, p.107564, Article 107564

2022

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Asymptotic Properties of One-Step Weighted $M$-Estimators with Applications to Regression

Theory of probability and its applications, 2018-01, Vol.62 (3), p.373-398

Linke, Yu. Yu

2018

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Finite-sample analysis of $M$-estimators using self-concordance

Electronic journal of statistics, 2021-01, Vol.15 (1)

2021

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Sparse recovery via nonconvex regularized M-estimators over ℓq-balls

Computational statistics & data analysis, 2020-12, Vol.152, Article 107047

2020

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Privacy-Preserving Parametric Inference: A Case for Robust Statistics

Journal of the American Statistical Association, 2021-04, Vol.116 (534), p.969-983

Avella-Medina, Marco

2021

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Regularly Truncated M-Estimators for Learning With Noisy Labels

Fuzzy c-ordered medoids clustering for interval-valued data

Robust estimate for count time series using GLARMA models: An application to environmental and epidemiological data

Robust optimal estimation of location from discretely sampled functional data

Intrinsic Cramér-Rao Bounds for Scatter and Shape Matrices Estimation in CES Distributions

Asymptotic Properties of Robust Complex Covariance Matrix Estimates

Fuzzy clustering of fuzzy data based on robust loss functions and ordered weighted averaging

Shrinking the Eigenvalues of M-Estimators of Covariance Matrix

Measurement of eco-efficiency and convergence: Evidence from a non-parametric frontier analysis

A Massive Data Framework for M-Estimators with Cubic-Rate

Robust Constant Curvature Curve Communications with Complex and Quaternion Neural Networks

Exponential consistency of M-estimators in generalized linear mixed models

Group Symmetric Robust Covariance Estimation

M-estimators for robust multidimensional scaling employing ℓ2,1 norm regularization

OWA-based robust fuzzy clustering of time series with typicality degrees

Challenging the empirical mean and empirical variance: A deviation study

Automatic robust estimation for exponential smoothing: Perspectives from statistics and machine learning

Robust functional ANOVA with application to additive manufacturing

Asymptotic properties of M-estimators based on estimating equations and censored data in semi-parametric models with multiple change points

ESTIMATION OF (NEAR) LOW-RANK MATRICES WITH NOISE AND HIGH-DIMENSIONAL SCALING

Robust polytomous logistic regression

Asymptotic Properties of One-Step Weighted $M$-Estimators with Applications to Regression

Finite-sample analysis of $M$-estimators using self-concordance

Sparse recovery via nonconvex regularized M-estimators over ℓq-balls

Privacy-Preserving Parametric Inference: A Case for Robust Statistics

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