Keyword

M-estimation

Description: A statistical estimation method that derives parameter estimates by minimizing or solving an objective function, often with robustness to outliers.

Primary topic: Advanced Statistical Methods and Models (35%)

Wikidata ID: wiki/Q475208

OpenAlex ID: keywords/m-estimation

Approximation Theorems of Mathematical Statistics

1980 · Robert J. Serfling · Wiley series in probability and statistics · 5,855

Asymptotic Statistics

1998 · A. W. van der Vaart · Cambridge University Press eBooks · 4,149

The Influence Curve and Its Role in Robust Estimation

1974 · Frank R. Hampel · Journal of the American Statistical Association · 2,721

Empirical Likelihood Ratio Confidence Intervals for a Single Functional

1988 · ART B. OWEN · Biometrika · 2,042

Weak Convergence and Empirical Processes: With Applications to Statistics

1996 · Jon A. Wellner · Medical Entomology and Zoology · 1,882

Understanding robust and exploratory data analysis

1983 · David C. Hoaglin, Frederick Mosteller, et al. · Wiley eBooks · 1,879

Correntropy: Properties and Applications in Non-Gaussian Signal Processing

2007 · Weifeng Liu, Puskal P. Pokharel, et al. · IEEE Transactions on Signal Processing · 1,697

High Breakdown-Point and High Efficiency Robust Estimates for Regression

1987 · Victor J. Yohai · The Annals of Statistics · 1,646

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IEEE Transactions on Signal Processing

2023 · IEEE Transactions on Signal Processing · 1,455

Understanding Robust and Exploratory Data Analysis.

1984 · D. Collett, David C. Hoaglin, et al. · Journal of the Royal Statistical Society Series A (General) · 1,154

Inverse probability weighted estimation for general missing data problems

2007 · Jeffrey M. Wooldridge · Journal of Econometrics · 1,027

Parameter estimation techniques: a tutorial with application to conic fitting

1997 · Zhengyou Zhang · Image and Vision Computing · 966

Robust $M$-Estimators of Multivariate Location and Scatter

1976 · Ricardo Antonio Maronna · The Annals of Statistics · 952

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Sampling and Bayes' Inference in Scientific Modelling and Robustness

1980 · George E. P. Box · Journal of the Royal Statistical Society Series A (General) · 925

Robust estimation of the variogram: I

1980 · Noel Cressie, Douglas M. Hawkins · Mathematical Geology · 921

Bootstrap Methods: A Guide for Practitioners and Researchers

2007 · Michael R. Chernick · 788

The Development and Comparison of Robust Methods for Estimating the Fundamental Matrix

1997 · P.H.S. Torr, D.W. Murray · International Journal of Computer Vision · 755

Robust clustering methods: a unified view

1997 · R.N. Dave, R. Krishnapuram · IEEE Transactions on Fuzzy Systems · 712

A Distribution-Free $M$-Estimator of Multivariate Scatter

1987 · David E. Tyler · The Annals of Statistics · 660

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Robust regression methods for computer vision: A review

1991 · Peter Meer, Doron Mintz, et al. · International Journal of Computer Vision · 639

Estimating Divergence Functionals and the Likelihood Ratio by Convex Risk Minimization

2010 · XuanLong Nguyen, Martin J. Wainwright, et al. · IEEE Transactions on Information Theory · 637

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A Framework for Robust Subspace Learning

2003 · Fernando De la Torre, Michael J. Black · International Journal of Computer Vision · 604

Asymptotic Theory of Statistics and Probability

2008 · DasGupta, Anirban · Springer eBooks · 593

Robust path-based spectral clustering

2007 · Hong Chang, Dit-Yan Yeung · Pattern Recognition · 565

Inverse probability weighted M-estimators for sample selection, attrition, and stratification

2002 · Jeffrey M. Wooldridge · Portuguese Economic Journal · 564

Works count: 4,951

Citation count: 102,300