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Robust Estimation of Conditional Mean by the Linear  (Make Corrections)  
Combination of Quantile Regressions Takafumi Kanamori Dept. of Mathematical...



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Abstract: In this paper, we propose a new robust estimator for regression problems in the form of the linear combination of quantile regressions. The proposed robust regression estimator is helpful for the conditional mean estimation especially when the error distribution is asymmetric or/and heteroscedastic, where conventional robust regressions yield considerable bias to the conditional mean. (Update)

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BibTeX entry:   (Update)

@misc{ quantile-robust,
  author = "Combination Of Quantile",
  title = "Robust Estimation of Conditional Mean by the Linear",
  url = "citeseer.ist.psu.edu/754197.html" }
Citations (may not include all citations):
510   Robust Statistics (context) - Huber - 1981
377   Robust Regression and Outlier Detection (context) - Rousseeuw, Leroy - 1987
197   Robust Statistics: The Approach Based on Influence Functions (context) - Hampel - 1986
143   An Introduction to Support Vector machines and other kernel-.. (context) - Cristianini, Shawe-Taylor - 2000
62   Robust estimation of a location parameter (context) - Huber - 1964
42   Regression quantiles (context) - Koenker, Bassett - 1978
18   Elements of the Theory of Functions and Functional Analysis (context) - Kolmogorov, Fomin - 1999
14   Asymptotic Theory of Least Absolute Error Regression (context) - Bassett, Koenker - 1978
9   An Improved Algorithm for discrete l1 linear approximation (context) - Barrondale, Roberts - 1973
7   Robust tests for heteroscedasticity based on regression quan.. (context) - Koenker, Bassett - 1982
7   Nonparametric estimation of conditional quantiles using neur.. - White - 1991
5   An Analysis of Transformations Revisited (context) - Bickel, Doksum - 1981
4   Nonparametric Estimates of Regression Quantiles and Their Lo.. (context) - Chaudhuri - 1991
4   An interior point algorithm for nonlinear quantile regressio.. (context) - Koenker, Park - 1996
4   Reducing transformation bias in curve fitting (context) - Miller - 1984
3   Smearing Estimate: A Nonparametric Retransformation Method (context) - Duan - 1983
3   A note on Asymmetry and Robustness in Linear Regression (context) - Carroll, Welsh - 1988
3   Estimation for Linear Models (context) - Koenker, Portnoy - 1987
2   an algorithm for discrete nonlinear L 1 approximation (context) - Osborne, Watson - 1971
2   Estimating log models: to transform or not to transform (context) - Manning, Mullahy - 2001
2   On Estimating Variances of Robust Estimators When the Errors.. (context) - Carroll - 1979
1   Robust Regression with Asymmetric Heavy-Tail Noise Distribut.. (context) - Takeuchi, Bengio et al. - 2002
1   Journal of the Royal Statistical Society series B (context) - Box, Cox - 1964
1   Correction for bias introduced by a transformation of variab.. (context) - Neyman, Scott - 1960
1   A Regression Technique According for Heteroscedastic and Asy.. (context) - Williams - 1997
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