Results 21 to 30 of about 863,157 (269)
On Inconsistent $M$-Estimators
The Annals of Statistics, 1982 If $M$ is not convex, and the underlying density is multi-modal, $M$-estimators can be inconsistent. Examples are given, as well as some positive results.
Freedman, D. A., Diaconis, P.
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Generalized Projection-Based M-Estimator [PDF]
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2012 We propose a novel robust estimation algorithm—the generalized projection-based M-estimator (gpbM), which does not require the user to specify any scale parameters. The algorithm is general and can handle heteroscedastic data with multiple linear constraints for single and multicarrier problems.
Sushil, Mittal +2 more
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Barekeng, 2022 The study aimed to compare a few robust approaches in linear regression in the presence of outlier and high leverage points. Ordinary least square (OLS) estimation of parameters is the most basic approach practiced widely in regression analysis. However,
Anwar Fitrianto, Sim Hui Xin
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Biometrika, 2023 Summary We characterize the full classes of M-estimators for semiparametric models of general functionals by formally connecting the theory of consistent loss functions from forecast evaluation with the theory of M-estimation. This novel characterization result allows us to leverage existing results on loss functions known from the ...
Timo Dimitriadis +2 more
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Significance Regression: Robust Regression for Collinear Data [PDF]
, 1993 This paper examines robust linear multivariable regression from collinear data. A brief review of M-estimators discusses the strengths of this approach for tolerating outliers and/or perturbations in the error distributions.
Holcomb, Tyler R., Morari, Manfred
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Semiparametric estimation of shifts on compact Lie groups for image registration [PDF]
, 2008 In this paper we focus on estimating the deformations that may exist between similar images in the presence of additive noise when a reference template is unknown. The deformations aremodeled as parameters lying in a finite dimensional compact Lie group.
Bigot, Jérémie +2 more
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Polish Maritime Research, 2017 In the 21st century marine navigation has become dominated by satellite positioning systems and automated navigational processes. Today, global navigation satellite systems (GNSS) play a central role in the process of carrying out basic navigational ...
Czaplewski Krzysztof, Wąż Mariusz
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Determination of Terrain Profile from TLS Data by Applying Msplit Estimation
Remote Sensing, 2020 This paper presents an application of an Msplit estimation in the determination of terrain profiles from terrestrial laser scanning (TLS) data. We consider the squared Msplit estimation as well as the absolute Msplit estimation.
Patrycja Wyszkowska +2 more
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Regularity and Uniqueness for Constrained M-Estimates and Redescending M-Estimates
The Annals of Statistics, 2001 zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Kent, John T., Tyler, David E.
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Quasi-autocorrelation coefficient change test of heavy-tailed sequences based on M-estimation
AIMS MathematicsA new test to detect the change-point in the quasi-autocorrelation coefficient (QAC) structure of a simple linear model with heavy-tailed series was developed.
Xiaofeng Zhang , Hao Jin , Yunfeng Yang
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