Keyword

robust regression

Description: A statistical regression method designed to estimate relationships reliably when data contain outliers or depart from standard model assumptions.

Primary topic: Advanced Statistical Methods and Models (50%)

Wikidata ID: wiki/Q1847839

OpenAlex ID: keywords/robust-regression

Greedy function approximation: A gradient boosting machine.

2001 · Jerome H. Friedman · The Annals of Statistics · 30,308

Applied Regression Analysis

2005 · Draper, Norman Richard 1931-, Smith, Harry · Technometrics · 17,923

Estimates of the Regression Coefficient Based on Kendall's Tau

1968 · Pranab Kumar Sen · Journal of the American Statistical Association · 14,630

Regression Quantiles

1978 · Roger Koenker, Gilbert Bassett · Econometrica · 14,052

Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties

2001 · Jianqing Fan, Runze Li · Journal of the American Statistical Association · 8,911

Robust Regression and Outlier Detection

1989 · Gregory F. Piepel, Peter J. Rousseeuw, et al. · Technometrics · 6,144

Robust Regression and Outlier Detection

1987 · Peter J. Rousseeuw, Annick M. Leroy · Wiley series in probability and statistics · 5,587

Introduction to Linear Regression Analysis.

1993 · Renato Assuncao, Paul D. Sampson, et al. · Journal of the American Statistical Association · 5,388

Least Median of Squares Regression

1984 · Peter J. Rousseeuw · Journal of the American Statistical Association · 3,838

A Rank-Invariant Method of Linear and Polynomial Regression Analysis

1992 · Henri Theil · Advanced studies in theoretical and applied econometrics · 2,518

Robust Regression: Asymptotics, Conjectures and Monte Carlo

1973 · Peter J. Huber · The Annals of Statistics · 2,330

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Robust regression using iteratively reweighted least-squares

1977 · Paul W. Holland, Roy E. Welsch · Communication in Statistics- Theory and Methods · 2,110

Introduction to Robust Estimation and Hypothesis Testing

2012 · Wilcox, Rand R. · Elsevier eBooks · 2,068

MendelianRandomization: an R package for performing Mendelian randomization analyses using summarized data

2017 · Olena O Yavorska, Stephen Burgess · International Journal of Epidemiology · 2,062

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Robust Statistics: Theory and Methods

2006 · Ricardo A. Maronna, R. Douglas Martin, et al. · 1,698

Meta‐analysis and Mendelian randomization: A review

2019 · Jack Bowden, Michael V. Holmes · Research Synthesis Methods · 1,671

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High Breakdown-Point and High Efficiency Robust Estimates for Regression

1987 · Victor J. Yohai · The Annals of Statistics · 1,647

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Unmasking Multivariate Outliers and Leverage Points

1990 · Peter J. Rousseeuw, Bert C. van Zomeren · Journal of the American Statistical Association · 1,511

Weighted least squares support vector machines: robustness and sparse approximation

2002 · J.A.K. Suykens, J. De Brabanter, et al. · Neurocomputing · 1,265

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LOWESS: A Program for Smoothing Scatterplots by Robust Locally Weighted Regression

1981 · William S. Cleveland · The American Statistician · 1,153

Transformation and Weighting in Regression.

1990 · Peter A. Lachenbruch, Raymond J. Carroll, et al. · Journal of the American Statistical Association · 1,132

Visualization of Regression Models Using visreg

2017 · Patrick Breheny, Woodrow Burchett · The R Journal · 1,100

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Asymmetric Least Squares Estimation and Testing

1987 · Whitney K. Newey, James L. Powell · Econometrica · 1,053

Applied Regression Analysis, Linear Models, and Related Methods

1998 · J. Brian Gray, John Fox · Technometrics · 1,042

The Fitting of Power Series, Meaning Polynomials, Illustrated on Band-Spectroscopic Data

1974 · Albert E. Beaton, John W. Tukey · Technometrics · 1,014

Works count: 8,545

Citation count: 254,100