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Statistics and Probability Letters, ISSN 0167-7152, 09/2016, Volume 116, pp. 72 - 79
In robust nonparametric kernel regression context, we prescribe method to select trimming parameter and bandwidth. Through solving estimating equations, we... 
Outliers | Smoothing | Kernel | Robust | Nonparametric regression | MODELS | STATISTICS & PROBABILITY | BANDWIDTH SELECTION
Journal Article
Journal of Nonparametric Statistics, ISSN 1048-5252, 07/2019, Volume 31, Issue 3, pp. 612 - 628
Journal Article
Journal of Nonparametric Statistics, ISSN 1048-5252, 04/2017, Volume 29, Issue 2, pp. 447 - 475
Journal Article
Talanta, ISSN 0039-9140, 12/2011, Volume 87, Issue 1, pp. 180 - 188
This paper reports the combined use of the nonparametric Theil–Sen (TS) regression technique and of the statistics of Lancaster–Quade (LQ) concerning the... 
Nonparametric confidence region | Tolerance intervals | Detection limit | Theil–Sen regression | Theil-Sen regression | LINEAR-REGRESSION | WINE | CHEMISTRY, ANALYTICAL | 3-MERCAPTOHEXYL ACETATE | ERRORS | ROBUST | INTERVALS | MODEL | Regression Analysis | Limit of Detection | Uncertainty | Calibration | Chemistry Techniques, Analytical - methods
Journal Article
Statistical Papers, ISSN 0932-5026, 06/2017, Volume 58, Issue 2, pp. 505 - 525
Journal Article
STATISTICAL PAPERS, ISSN 0932-5026, 09/2016, Volume 57, Issue 3, pp. 641 - 664
Journal Article
The Annals of Statistics, ISSN 0090-5364, 10/2005, Volume 33, Issue 5, pp. 2291 - 2310
Journal Article
Statistics and Probability Letters, ISSN 0167-7152, 03/2013, Volume 83, Issue 3, pp. 902 - 908
Let (Xi,Yi)i=1,…,n be a sequence of stationary ergodic processes valued in F×R, where F is a semi-metric space. We consider the problem of estimating the... 
Kernel estimate | Nonparametric model | Robust estimation | Functional data | Ergodic data | STATISTICS & PROBABILITY | ESTIMATOR | PREDICTION
Journal Article
Canadian Journal of Statistics, ISSN 0319-5724, 12/2017, Volume 45, Issue 4, pp. 425 - 441
This article presents a new method to test for heteroscedasticity in a general multiple nonparametric regression model. The test statistic is based on a... 
nonparametric test | Asymptotic theory | homoscedasticity | ANOVA | secondary 62H15 | MSC 2010: Primary 62G10 | DIAGNOSTIC-TEST | ROBUST | VARIANCE FUNCTION | STATISTICS & PROBABILITY | PARAMETRIC FORM | HETEROSKEDASTICITY | Null hypothesis | Hypotheses | Regression models | Statistical analysis | Computer simulation | Test procedures | Regression analysis | Variance analysis
Journal Article
Statistical Papers, ISSN 0932-5026, 09/2016, Volume 57, Issue 3, pp. 641 - 664
To access, purchase, authenticate, or subscribe to the full-text of this article, please visit this link: http://dx.doi.org/10.1007/s00362-015-0672-4 This... 
The complete-case M-estimator | The weighted M-estimator | The imputed M-estimator | The estimated weighted M-estimator | Robust nonparametric M-estimator | Nonparametric M-type regression
Journal Article
Statistical Inference for Stochastic Processes, ISSN 1387-0874, 7/2019, Volume 22, Issue 2, pp. 187 - 231
We consider the nonparametric robust estimation problem for regression models in continuous time with semi-Markov noises. An adaptive model selection procedure... 
Non-asymptotic estimation | Robust risk | Model selection | Sharp oracle inequality | Primary 62G08 | Probability Theory and Stochastic Processes | Statistical Theory and Methods | Secondary 62G05 | Mathematics | Asymptotic efficiency | Markov processes | Analysis | Models | Statistics
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 04/2012, Volume 60, Issue 4, pp. 1571 - 1584
Journal Article
Journal of Econometrics, ISSN 0304-4076, 1996, Volume 75, Issue 2, pp. 317 - 343
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 09/2010, Volume 105, Issue 491, pp. 1135 - 1146
Journal Article
Statistics and Probability Letters, ISSN 0167-7152, 05/2015, Volume 100, pp. 1 - 11
Robust nonparametric equivariant M-estimators for the regression function have been extensively studied when the covariates are in Rk. In this paper, we derive... 
Kernel weights | Robust estimation | [formula omitted]-location functionals | Functional data | M-location functionals | RATES | GAUSSIAN-PROCESSES | STATISTICS & PROBABILITY | SMALL BALL PROBABILITIES | PREDICTION
Journal Article
Statistics and Probability Letters, ISSN 0167-7152, 03/2018, Volume 134, pp. 128 - 133
In this paper, we study the robust estimation of the functional local linear regression model. The main results of this work are the establishment of the... 
Robust estimation | Asymptotic normality | Almost complete convergence | Functional data analysis | Local linear method | MODELED REGRESSION | STATISTICS & PROBABILITY
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 06/2012, Volume 107, Issue 498, pp. 737 - 753
Journal Article
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