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University of British Columbia: Vancouver, BC, CA

2004-07-01 to present | Professor (Statistics)
Employment
Source: Self-asserted source
Matias Salibian-Barrera

Works (41)

Tree-based boosting with functional data

Computational Statistics
2024-05 | Journal article
DOI: 10.1007/s00180-023-01364-2
Part of ISSN: 0943-4062
Part of ISSN: 1613-9658
Contributors: Xiaomeng Ju; Matías Salibián-Barrera
Source: Self-asserted source
Matias Salibian-Barrera

Robust nonparametric regression: Review and practical considerations

Econometrics and Statistics
2023-04 | Journal article
DOI: 10.1016/j.ecosta.2023.04.004
Contributors: Matias Salibian-Barrera
Source: check_circle
Crossref

RBF: An R package to compute a robust backfitting estimator for additive models

Journal of Open Source Software
2021-04-07 | Journal article
DOI: 10.21105/joss.02992
Part of ISSN: 2475-9066
Contributors: Alejandra Martínez; Matias Salibian-Barrera
Source: Self-asserted source
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Robust functional principal components for sparse longitudinal data

METRON
2021-02 | Journal article
DOI: 10.1007/s40300-020-00193-3
Part of ISSN: 0026-1424
Contributors: Graciela Boente; Matías Salibián-Barrera
Source: Self-asserted source
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Robust boosting for regression problems

Computational Statistics & Data Analysis
2021-01 | Journal article
DOI: 10.1016/j.csda.2020.107065
Part of ISSN: 0167-9473
Contributors: Xiaomeng Ju; Matías Salibián-Barrera
Source: Self-asserted source
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Robust estimation for semi-functional linear regression models

Computational Statistics & Data Analysis
2020 | Journal article
DOI: 10.1016/j.csda.2020.107041
Part of ISSN: 0167-9473
Contributors: Graciela Boente; Matías Salibian-Barrera; Pablo Vena
Source: Self-asserted source
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Robust elastic net estimators for variable selection and identification of proteomic biomarkers

The Annals of Applied Statistics
2019 | Journal article
DOI: 10.1214/19-aoas1269
Part of ISSN: 1932-6157
Contributors: Gabriela V. Cohen Freue; David Kepplinger; Matías Salibián-Barrera; Ezequiel Smucler
Source: Self-asserted source
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Modelling ocean temperatures from bio-probes under preferential sampling

The Annals of Applied Statistics
2019-06-01 | Journal article
DOI: 10.1214/18-aoas1217
Part of ISSN: 1932-6157
Contributors: Daniel Dinsdale; Matias Salibian-Barrera
Source: Self-asserted source
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Robust Statistics

Wiley Series in Probability and Statistics
2018-11 | Book
DOI: 10.1002/9781119214656
Part of ISSN: 1940-6347
Contributors: Ricardo A. Maronna; R. Douglas Martin; Victor J. Yohai; Matías Salibián-Barrera
Source: Self-asserted source
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Methods for preferential sampling in geostatistics

Journal of the Royal Statistical Society: Series C (Applied Statistics)
2018-04 | Journal article
DOI: 10.1111/rssc.12286
Part of ISSN: 0035-9254
Contributors: Daniel Dinsdale; Matias Salibian‐Barrera
Source: Self-asserted source
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Using artificial censoring to improve extreme tail quantile estimates

Journal of the Royal Statistical Society: Series C (Applied Statistics)
2018-02 | Journal article
DOI: 10.1111/rssc.12262
Part of ISSN: 0035-9254
Contributors: Yang Liu; Matías Salibián‐Barrera; Ruben H. Zamar; James V. Zidek
Source: Self-asserted source
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Robust estimators for additive models using backfitting

Journal of Nonparametric Statistics
2017-09-01 | Journal article
DOI: 10.1080/10485252.2017.1369077
Part of ISSN: 1048-5252
Contributors: Graciela Boente; Alejandra Martínez; Matías Salibián-Barrera
Source: Self-asserted source
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RSKC: AnRPackage for a Robust and Sparse K-Means Clustering Algorithm

Journal of Statistical Software
2016 | Journal article
DOI: 10.18637/jss.v072.i05
Part of ISSN: 1548-7660
Contributors: Yumi Kondo; Matias Salibian-Barrera; Ruben Zamar
Source: Self-asserted source
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Modulation recognition in the 868 MHz band using classification trees and random forests

AEU - International Journal of Electronics and Communications
2016-09 | Journal article
DOI: 10.1016/j.aeue.2016.07.001
Part of ISSN: 1434-8411
Contributors: Ken Lau; Matias Salibian-Barrera; Lutz Lampe
Source: Self-asserted source
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Robust tests for linear regression models based on τ-estimates

Computational Statistics & Data Analysis
2016-01 | Journal article
DOI: 10.1016/j.csda.2014.09.012
Part of ISSN: 0167-9473
Contributors: Matias Salibian-Barrera; Stefan Van Aelst; Víctor J. Yohai
Source: Self-asserted source
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S-Estimators for Functional Principal Component Analysis

Journal of the American Statistical Association
2015-11-07 | Journal article
DOI: 10.1080/01621459.2014.946991
Part of ISSN: 0162-1459
Contributors: Graciela Boente; Matías Salibian-Barrera
Source: Self-asserted source
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A characterization of elliptical distributions and some optimality properties of principal components for functional data

Journal of Multivariate Analysis
2014-10 | Journal article
DOI: 10.1016/j.jmva.2014.07.006
Part of ISSN: 0047-259X
Contributors: Graciela Boente; Matías Salibián Barrera; David E. Tyler
Source: Self-asserted source
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Qualitative Robustness of Bootstrap Approximations for Kernel Based Methods

Robustness and Complex Data Structures
2013 | Other
DOI: 10.1007/978-3-642-35494-6_16
Contributors: Andreas Christmann; Matías Salibián-Barrera; Stefan Van Aelst
Source: Self-asserted source
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Special issue on robust analysis of complex data

Computational Statistics & Data Analysis
2013-09 | Journal article
DOI: 10.1016/j.csda.2013.04.007
Part of ISSN: 0167-9473
Contributors: Christophe Croux; Elvezio Ronchetti; Matías Salibián-Barrera; Stefan Van Aelst
Source: Self-asserted source
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An Outlier-Robust Fit for Generalized Additive Models With Applications to Disease Outbreak Detection

Journal of the American Statistical Association
2011-06 | Journal article
DOI: 10.1198/jasa.2011.tm09654
Part of ISSN: 0162-1459
Contributors: Azadeh Alimadad; Matias Salibian-Barrera
Source: Self-asserted source
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Globally robust confidence intervals for simple linear regression

Computational Statistics & Data Analysis
2010 | Journal article
DOI: 10.1016/j.csda.2009.05.005
Part of ISSN: 0167-9473
Contributors: Jorge Adrover; Matias Salibian-Barrera
Source: Self-asserted source
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Robust Model Selection with LARS Based on S-estimators

Proceedings of COMPSTAT'2010
2010-09 | Other
DOI: 10.1007/978-3-7908-2604-3_6
Contributors: Claudio Agostinelli; Matias Salibian-Barrera
Source: Self-asserted source
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Finding approximate solutions to combinatorial problems with very large data sets using BIRCH

Computational Statistics & Data Analysis
2010-03 | Journal article
DOI: 10.1016/j.csda.2008.08.001
Part of ISSN: 0167-9473
Contributors: Justin Harrington; Matias Salibián-Barrera
Source: Self-asserted source
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S-Estimation for Penalized Regression Splines

Journal of Computational and Graphical Statistics
2010-01 | Journal article
DOI: 10.1198/jcgs.2010.08149
Part of ISSN: 1061-8600
Contributors: Kukatharmini Tharmaratnam; Gerda Claeskens; Christophe Croux; Matias Salibián-Barrera
Source: Self-asserted source
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The Fast-τ Estimator for Regression

Journal of Computational and Graphical Statistics
2008-09 | Journal article
DOI: 10.1198/106186008x343785
Part of ISSN: 1061-8600
Contributors: Matias Salibian-Barrera; Gert Willems; Ruben Zamar
Source: Self-asserted source
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Uniform asymptotics for S- and MM-regression estimators

Annals of the Institute of Statistical Mathematics
2008-09-06 | Journal article
DOI: 10.1007/s10463-008-0189-x
Part of ISSN: 0020-3157
Contributors: Marek Omelka; Matías Salibián-Barrera
Source: Self-asserted source
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Robust model selection using fast and robust bootstrap

Computational Statistics & Data Analysis
2008-08 | Journal article
DOI: 10.1016/j.csda.2008.05.007
Part of ISSN: 0167-9473
Contributors: Matias Salibian-Barrera; Stefan Van Aelst
Source: Self-asserted source
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High breakdown point robust regression with censored data

The Annals of Statistics
2008-02-01 | Journal article
DOI: 10.1214/009053607000000794
Part of ISSN: 0090-5364
Contributors: Matías Salibian-Barrera; Víctor J. Yohai
Source: Self-asserted source
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On tests for multivariate normality and associated simulation studies

Journal of Statistical Computation and Simulation
2007 | Journal article
DOI: 10.1080/10629360600878449
Part of ISSN: 0094-9655
Contributors: Patrick J. Farrell; Matias Salibian-Barrera; Katarzyna Naczk
Source: Self-asserted source
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Fast and robust bootstrap

Statistical Methods and Applications
2007-02 | Journal article
DOI: 10.1007/s10260-007-0048-6
Part of ISSN: 1618-2510
Contributors: Matías Salibián-Barrera; Stefan Van Aelst; Gert Willems
Source: Self-asserted source
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Discussion

The Annals of Statistics
2006-10-01 | Journal article
DOI: 10.1214/009053606000000669
Part of ISSN: 0090-5364
Contributors: Matias Salibian-Barrera; Ruben H. Zamar
Source: Self-asserted source
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Principal Components Analysis Based on Multivariate MM Estimators With Fast and Robust Bootstrap

Journal of the American Statistical Association
2006-09 | Journal article
DOI: 10.1198/016214506000000096
Part of ISSN: 0162-1459
Contributors: Matías Salibián-Barrera; Stefan Van Aelst; Gert Willems
Source: Self-asserted source
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Bootstrapping MM-estimators for linear regression with fixed designs

Statistics & Probability Letters
2006-07 | Journal article
DOI: 10.1016/j.spl.2006.01.008
Part of ISSN: 0167-7152
Contributors: Matias Salibian-Barrera
Source: Self-asserted source
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A Fast Algorithm for S-Regression Estimates

Journal of Computational and Graphical Statistics
2006-06 | Journal article
DOI: 10.1198/106186006x113629
Part of ISSN: 1061-8600
Contributors: Matías Salibian-Barrera; Víctor J Yohai
Source: Self-asserted source
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The Asymptotics of MM-Estimators for Linear Regression with Fixed Designs

Metrika
2006-01-10 | Journal article
DOI: 10.1007/s00184-005-0019-6
Part of ISSN: 0026-1335
Contributors: Matias Salibian-Barrera
Source: Self-asserted source
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Estimating the p-values of robust tests for the linear model

Journal of Statistical Planning and Inference
2005-01 | Journal article
DOI: 10.1016/j.jspi.2003.09.033
Part of ISSN: 0378-3758
Contributors: Matias Salibian-Barrera
Source: Self-asserted source
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Uniform asymptotics for robust location estimates when the scale is unknown

The Annals of Statistics
2004-08-01 | Journal article
DOI: 10.1214/009053604000000544
Part of ISSN: 0090-5364
Contributors: Matias Salibian-Barrera; Ruben H. Zamar
Source: Self-asserted source
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Globally robust inference for the location and simple linear regression models

Journal of Statistical Planning and Inference
2004-02 | Journal article
DOI: 10.1016/s0378-3758(02)00490-1
Part of ISSN: 0378-3758
Contributors: Jorge Adrover; Matias Salibian-Barrera; Ruben Zamar
Source: Self-asserted source
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A Probabilistic Method for Detecting Multivariate Extreme Outliers

International Journal of Nonlinear Sciences and Numerical Simulation
2004-01 | Journal article
DOI: 10.1515/ijnsns.2004.5.2.157
Part of ISSN: 2191-0294
Contributors: Shafiu Jibrin; Irwin S. Pressman; Matias Salibian-Barrera
Source: Self-asserted source
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Bootrapping robust estimates of regression

The Annals of Statistics
2002-04-01 | Journal article
DOI: 10.1214/aos/1021379865
Part of ISSN: 0090-5364
Contributors: Matias Salibian-Barrera; Ruben H. Zamar
Source: Self-asserted source
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S-Estimation for Penalized Regression Splines

SSRN Electronic Journal
Journal article
DOI: 10.2139/ssrn.1369113
Part of ISSN: 1556-5068
Contributors: Kukatharmini Tharmaratnam; Christophe Croux; Gerda Claeskens; Matias Salibian-Barrera
Source: Self-asserted source
Matias Salibian-Barrera via Crossref Metadata Search
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