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  1. Department of Statistics
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  4. Publications

Publications by Matías Salibián-Barrera

2023

Ju X, Salibian-Barrera M. Tree-based boosting with functional data. Computational Statistics. 2023;. DOI: https://doi.org/10.1007/s00180-023-01364-2 Preprint: https://arxiv.org/abs/2109.02989 Software: https://github.com/xmengju/TFBoost
Salibian-Barrera M. Robust nonparametric regression: review and practical considerations. Econometrics and Statistics. 2023;. DOI: 10.1016/j.ecosta.2023.04.004 Preprint: https://arxiv.org/abs/2211.08376 Software: https://github.com/msalibian/RobustNonParam

2021

Ju X, Salibian-Barrera M. Robust Boosting for Regression Problems. Computational Statistics and Data Science [Internet]. 2021; 153. DOI: 10.1016/j.csda.2020.107065 URL: https://arxiv.org/abs/2002.02054 Software: https://github.com/xmengju/RRBoost
Boente G, Salibian-Barrera M. Robust functional principal components for sparse longitudinal data. Metron. 2021;. DOI: 10.1007/s40300-020-00193-3 Preprint: https://arxiv.org/abs/2012.01540 Software: https://github.com/msalibian/sparseFPCA
Martínez A, Salibian-Barrera M. RBF: An R package to compute a robust backfitting estimator for additive models. The Journal of Open Source Software. 2021; 6(60). DOI: 10.21105/joss.02992 Software: https://github.com/msalibian/RBF

2020

Boente G, Salibian-Barrera M, Vena P. Robust estimation for semi-functional linear regression models. Computational Statistics and Data Science [Internet]. 2020; 152. DOI: 10.1016/j.csda.2020.107041 URL: https://arxiv.org/abs/2006.16156 Software: https://github.com/msalibian/RobustFPLM

2019

Dinsdale DR, Salibian-Barrera M. Methods for preferential sampling in geostatistics. Journal of the Royal Statistical Society Series C [Internet]. 2019; 68(1): 198. DOI: 10.1111/rssc.12286 URL: https://dx.doi.org/10.1111/rssc.12286 Software: https://github.com/msalibian/PreferentialSampling
Dinsdale DR, Salibian-Barrera M. Modelling ocean temperatures from bio-probes under preferential sampling. Annals of Applied Statistics [Internet]. 2019; 13(2): 713-745. DOI: 10.1214/18-AOAS1217 URL: https://arxiv.org/abs/1901.02630 Software: https://github.com/msalibian/PreferentialMovement
Cohen-Freue GV, Kepplinger D, Salibian-Barrera M, Smucler E. Robust elastic net estimators for variable selection and identification of proteomic biomarkers. Annals of Applied Statistics [Internet]. 2019; 13(4): 2065-2090. DOI: 10.1214/19-AOAS1269 URL: http://dx.doi.org/10.1214/19-AOAS1269 Software: https://cran.r-project.org/package=pense

2018

Maronna RA, Martin DR, Yohai VJ, Salibian-Barrera M. Robust Statistics: Theory and Methods (with R). 2nd ed. Wiley Series in Probability and Statistics. New York: John Wiley & Sons Ltd ; 2018. p. 464. DOI: 10.1002/9781119214656 Software: https://github.com/msalibian/RobStatTM, https://cran.r-project.org/package=RobStatTM
Liu Y, Salibian-Barrera M, Zamar RH, Zidek JV. Using Artificial Censoring to Improve Extreme Tail Quantile Estimates. Journal of the Royal Statistical Society Series C [Internet]. 2018; 67(4): 791-812. DOI: 10.1111/rssc.12262 URL: https://doi.org/10.1111/rssc.12262

2017

Boente G, Martínez A, Salibian-Barrera M. Robust estimators for additive models using backfitting. Journal of Nonparametric Statistics [Internet]. Taylor & Francis; 2017; 29: 744-767. DOI: 10.1080/10485252.2017.1369077 URL: https://doi.org/10.1080/10485252.2017.1369077 Software: https://github.com/msalibian/RBF

2016

Kondo Y, Salibian-Barrera M, Zamar R. RSKC: An R Package for a Robust and Sparse K-Means Clustering Algorithm. Journal of Statistical Software [Internet]. 2016; 72: 1–26. DOI: 10.18637/jss.v072.i05 URL: https://www.jstatsoft.org/index.php/jss/article/view/v072i05
Lau K, Salibian-Barrera M, Lampe L. Modulation recognition in the 868 MHz band using classification trees and random forests. {AEU} - International Journal of Electronics and Communications [Internet]. 2016; 70: 1321 - 1328. DOI: 10.1016/j.aeue.2016.07.001 URL: http://www.sciencedirect.com/science/article/pii/S1434841116303430 Software: https://github.com/msalibian/ModulationRecognition
Salibian-Barrera M, Van Aelst S, Yohai VJ. Robust tests for linear regression models based on tau-estimates. COMPUTATIONAL STATISTICS & DATA ANALYSIS. PO BOX 211, 1000 AE AMSTERDAM, NETHERLANDS: ELSEVIER SCIENCE BV; 2016; 93: 436-455. DOI: 10.1016/j.csda.2014.09.012 Software: https://github.com/msalibian/tau-tests

2015

Boente G, Salibian-Barrera M. S-Estimators for Functional Principal Component Analysis. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION. 732 N WASHINGTON ST, ALEXANDRIA, VA 22314-1943 USA: AMER STATISTICAL ASSOC; 2015; 110: 1100-1111. DOI: 10.1080/01621459.2014.946991 Software: https://github.com/msalibian/S-FPCA

2014

Boente G, Barrera MSalibián, Tyler DE. A characterization of elliptical distributions and some optimality properties of principal components for functional data. Journal of Multivariate Analysis [Internet]. 2014; 131: 254 - 264. DOI: 10.1016/j.jmva.2014.07.006 URL: http://www.sciencedirect.com/science/article/pii/S0047259X14001638

2013

Croux C, Ronchetti E, Salibian-Barrera M, Van Aelst S. Special issue on robust analysis of complex data. COMPUTATIONAL STATISTICS & DATA ANALYSIS. PO BOX 211, 1000 AE AMSTERDAM, NETHERLANDS: ELSEVIER SCIENCE BV; 2013; 65: 1-3. DOI: 10.1016/j.csda.2013.04.007
Christmann A, Salibian-Barrera M, Van Aelst S. Qualitative Robustness of Bootstrap Approximations for Kernel Based Methods. In: Becker C, Fried R, Kuhnt S. Robustness and Complex Data Structures: Festschrift in Honour of Ursula Gather [Internet]. Berlin, Heidelberg: Springer Berlin Heidelberg; 2013. pp. 263–278. DOI: 10.1007/978-3-642-35494-6_16 URL: http://dx.doi.org/10.1007/978-3-642-35494-6_16

2011

Alimadad A, Salibian-Barrera M. An Outlier-Robust Fit for Generalized Additive Models With Applications to Disease Outbreak Detection. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION. 732 N WASHINGTON ST, ALEXANDRIA, VA 22314-1943 USA: AMER STATISTICAL ASSOC; 2011; 106: 719-731. DOI: 10.1198/jasa.2011.tm09654 Software: https://github.com/msalibian/rgam

2010

Adrover J, Salibian-Barrera M. Globally robust confidence intervals for simple linear regression. COMPUTATIONAL STATISTICS & DATA ANALYSIS. PO BOX 211, 1000 AE AMSTERDAM, NETHERLANDS: ELSEVIER SCIENCE BV; 2010; 54: 2899-2913. DOI: 10.1016/j.csda.2009.05.005
Omelka M, Salibian-Barrera M. Uniform asymptotics for S- and MM-regression estimators. ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS. TIERGARTENSTRASSE 17, D-69121 HEIDELBERG, GERMANY: SPRINGER HEIDELBERG; 2010; 62: 897-927. DOI: 10.1007/s10463-008-0189-x
Harrington J, Salibian-Barrera M. Finding approximate solutions to combinatorial problems with very large data sets using BIRCH. COMPUTATIONAL STATISTICS & DATA ANALYSIS. PO BOX 211, 1000 AE AMSTERDAM, NETHERLANDS: ELSEVIER SCIENCE BV; 2010; 54: 655-667. DOI: 10.1016/j.csda.2008.08.001
Tharmaratnam K, Claeskens G, Croux C, Salibian-Barrera M. S-Estimation for Penalized Regression Splines. Journal of Computational and Graphical Statistics [Internet]. 2010; 19: 609-625. DOI: 10.1198/jcgs.2010.08149 URL: http://dx.doi.org/10.1198/jcgs.2010.08149 Software: https://github.com/msalibian/PenalizedS

2008

Salibian-Barrera M, Wei Y. Weighted quantile regression with nonelliptically structured covariates. CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE. COMMERCE PLACE, 350 MAIN ST, MALDEN 02148, MA USA: WILEY-BLACKWELL PUBLISHING, INC; 2008; 36: 595-611.
Salibian-Barrera M, Willems G, Zamar R. The fast-tau estimator for regression. JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS. 732 N WASHINGTON ST, ALEXANDRIA, VA 22314-1943 USA: AMER STATISTICAL ASSOC; 2008; 17: 659-682. DOI: 10.1198/106186008X343785 Software: https://github.com/msalibian/Fast-tau
Salibian-Barrera M, Van Aelst S. Robust model selection using fast and robust bootstrap. COMPUTATIONAL STATISTICS & DATA ANALYSIS. PO BOX 211, 1000 AE AMSTERDAM, NETHERLANDS: ELSEVIER SCIENCE BV; 2008; 52: 5121-5135. DOI: 10.1016/j.csda.2008.05.007 Software: https://github.com/msalibian/FRBmodelselection
Salibian-Barrera M, Yohai VJ. High breakdown point robust regression with censored data. ANNALS OF STATISTICS. PO BOX 22718, BEACHWOOD, OH 44122 USA: INST MATHEMATICAL STATISTICS; 2008; 36: 118-146. DOI: 10.1214/009053607000000794
Salibian-Barrera M, Van Aelst S, Willerns G. Fast and robust bootstrap. STATISTICAL METHODS AND APPLICATIONS. TIERGARTENSTRASSE 17, D-69121 HEIDELBERG, GERMANY: SPRINGER HEIDELBERG; 2008; 17: 41-71. DOI: 10.1007/s10260-007-0048-6 Software: https://github.com/msalibian/FRB

2007

Farrell PJ, Salibian-Barrera M, Naczk K. On tests for multivariate normality and associated simulation studies. JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION. 4 PARK SQUARE, MILTON PARK, ABINGDON OX14 4RN, OXON, ENGLAND: TAYLOR & FRANCIS LTD; 2007; 77: 1053-1068. DOI: 10.1080/10629360600878449

2006

Salibian-Barrera M, Zamar RH. Discussion: Conditional growth charts. ANNALS OF STATISTICS. PO BOX 22718, BEACHWOOD, OH 44122 USA: INST MATHEMATICAL STATISTICS; 2006; 34: 2113-2118. DOI: 10.1214/009053606000000669
Salibian-Barrera M, Van Aelst S, Willems G. Principal components analysis based on multivariate MM estimators with fast and robust bootstrap. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION. 1429 DUKE ST, ALEXANDRIA, VA 22314 USA: AMER STATISTICAL ASSOC; 2006; 101: 1198-1211. DOI: 10.1198/016214506000000096
Salibian-Barrera M. Bootstrapping MM-estimators for linear regression with fixed designs. STATISTICS & PROBABILITY LETTERS. PO BOX 211, 1000 AE AMSTERDAM, NETHERLANDS: ELSEVIER SCIENCE BV; 2006; 76: 1287-1297. DOI: 10.1016/j.spl.2006.01.008
Salibian-Barrera M, Yohai VJ. A fast algorithm for S-regression estimates. JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS. 1429 DUKE ST, ALEXANDRIA, VA 22314 USA: AMER STATISTICAL ASSOC; 2006; 15: 414-427. DOI: 10.1198/106186006X113629 Software: https://github.com/msalibian/Fast-S; https://cran.r-project.org/package=robustbase
Salibian-Barrera M. The asymptotics of MM-estimators for linear regression with fixed designs. METRIKA. PO BOX 10 52 80, 69042 HEIDELBERG, GERMANY: PHYSICA-VERLAG GMBH & CO; 2006; 63: 283-294. DOI: 10.1007/s00184-005-0019-6

2005

Salibian-Barrera M. Estimating the p-values of robust tests for the linear model. JOURNAL OF STATISTICAL PLANNING AND INFERENCE. PO BOX 211, 1000 AE AMSTERDAM, NETHERLANDS: ELSEVIER SCIENCE BV; 2005; 128: 241-257. DOI: 10.1016/j.jspi.2003.09.033

2004

Salibian-Barrera M, Zamar RH. Uniform asymptotics for robust location estimates when the scale is unknown. ANNALS OF STATISTICS. PO BOX 22718, BEACHWOOD, OH 44122 USA: INST MATHEMATICAL STATISTICS; 2004; 32: 1434-1447. DOI: 10.1214/009053604000000544
Adrover J, Salibian-Barrera M, Zamar R. Globally robust inference for the location and simple linear regression models. JOURNAL OF STATISTICAL PLANNING AND INFERENCE. PO BOX 211, 1000 AE AMSTERDAM, NETHERLANDS: ELSEVIER SCIENCE BV; 2004; 119: 353-375. DOI: 10.1016/S0378-3758(02)00490-1
Jibrin S, Pressman IS, Salibian-Barrera M. A probabilistic method for detecting multivariate extreme outliers. INTERNATIONAL JOURNAL OF NONLINEAR SCIENCES AND NUMERICAL SIMULATION. STE 500, CHESHAM HOUSE, 150 REGENT ST, LONDON W1R 5FA, ENGLAND: FREUND PUBLISHING HOUSE LTD; 2004; 5: 157-170.

2002

Salibian-Barrera M, Zamar RH. Bootstrapping robust estimates of regression. ANNALS OF STATISTICS. PO BOX 22718, BEACHWOOD, OH 44122 USA: INST MATHEMATICAL STATISTICS; 2002; 30: 556-582. DOI: 10.1214/aos/1021379865

1973

ESPINA S, ROJAS M, SALIBIAN A. NITROGENATED EXCRETION OF CALYPTOCEPHALELLA-CAUDIVERBERA (L). ACTA PHYSIOLOGICA LATINOAMERICANA. SERRANO 665, 1414 BUENOS AIRES, ARGENTINA: ASSN LATINOAMER CIENC FISIOL; 1973; 23: 74.
.F ISMAILBE, SALIBIAN A, KIRSTEN E, EDELMAN IS. EFFECTS OF THYROID-HORMONE ON ADENINE-NUCLEOTIDE CONTENT OF RAT-LIVER. PROCEEDINGS OF THE SOCIETY FOR EXPERIMENTAL BIOLOGY AND MEDICINE. 350 MAIN ST, MALDEN, MA 02148: BLACKWELL SCIENCE INC; 1973; 144: 471-474.

1972

KIRSTEN E, KIRSTEN R, SALIBIAN A. STUDY ON EFFECT OF ALDOSTERONE ON EXTRAMITOCHONDRIAL ADENINE-NUCLEOTIDE SYSTEM IN RAT-KIDNEY. JOURNAL OF STEROID BIOCHEMISTRY. THE BOULEVARD, LANGFORD LANE, KIDLINGTON, OXFORD OX5 1GB, ENGLAND: PERGAMON-ELSEVIER SCIENCE LTD; 1972; 3: 173-&. DOI: 10.1016/0022-4731(72)90048-9

1971

SALIBIAN A, PRELLER A, ROBRES L. IN-VIVO IONIC UPTAKE THROUGH SKIN OF SOUTH-AMERICAN TOAD BUFO-ARUNCO. REVUE CANADIENNE DE BIOLOGIE. PO BOX 6128, SUCCURSALE A, MONTREAL PQ H3C 3J7, CANADA: PRESSES UNIV MONTREAL; 1971; 30: 115-&.

1970

SALIBIAN A. NA AND CL SERUM CONCENTRATION OF CHILEAN FROG CALYPTOCEPHALELLA-GAYI (DUM ET BIBR 1841) - INFLUENCE OF EXTERNAL BATH. ARCHIVOS DE BIOLOGIA Y MEDICINA EXPERIMENTALES. CASILLA 16164, SANTIAGO 9, CHILE: SOCIEDAD BIOLGIA CHILE; 1970; 7: 44-&.
GARCIA F, ESPINA S, ROJAS M, FUENTES E, SALIBIAN A. EFFECT OF NEUROHYPOPHYSEAL HORMONES ON HYDRO-MINERAL EQUILIBRIUM OF CHILEAN FROG CALYPTOCEPHALELLA-GAYI .2. EFFECT OF SYNTOCINON AND VASOTOCIN ON WATER BALANCE. ARCHIVOS DE BIOLOGIA Y MEDICINA EXPERIMENTALES. CASILLA 16164, SANTIAGO 9, CHILE: SOCIEDAD BIOLGIA CHILE; 1970; 7: R67-&.
SALIBIAN A, ZAMORANO B, CARRASCO A. IN-VIVO EFFECT OF ILEU-8-OXYTOCIN (MESOTOCIN) ON SODIUM AND CHLORIDE NET FLUXES THROUGH SKIN AND ON DIURESIS OF CHILEAN FROG CALYPTOCEPHALELLA-CAUDIVERBERA (DONOSO, 1970). ARCHIVOS DE BIOLOGIA Y MEDICINA EXPERIMENTALES. CASILLA 16164, SANTIAGO 9, CHILE: SOCIEDAD BIOLGIA CHILE; 1970; 7: R37-&.
SALIBIAN A, ZAMORANO B, GARCIA F, ROBRES L. EFFECT OF NEUROHYPOPHYSEAL HORMONES IN HIDRO-MINERAL, EQUILIBRIUM OF CHILEAN FROG (CALYPTOCEPHALELLA-GAYI) .1. EFFECT OF SYNTOCINON ON NA AND CL NET FLUXES THROUGH SKIN AND ON DIURESIS. ARCHIVOS DE BIOLOGIA Y MEDICINA EXPERIMENTALES. CASILLA 16164, SANTIAGO 9, CHILE: SOCIEDAD BIOLGIA CHILE; 1970; 7: R85-&.
SALIBIAN A, PRELLER A, ROBRES L. IN-VIVO UPTAKE OF SODIUM AND CHLORINE THROUGH SKIN OF BUFO-SPINULOSUS. ARCHIVOS DE BIOLOGIA Y MEDICINA EXPERIMENTALES. CASILLA 16164, SANTIAGO 9, CHILE: SOCIEDAD BIOLGIA CHILE; 1970; 7: R85-&.

1969

GARCIA F, SALIBIAN A. NATURE OF IONIC UPTAK THROUGH IN-VIVO SKIN OF CHILEAN FROG - H+/NA AND HCO3/CL EXCHANGES AND THEIR SELECTIVE INHIBITION. ARCHIVOS DE BIOLOGIA Y MEDICINA EXPERIMENTALES. CASILLA 16164, SANTIAGO 9, CHILE: SOCIEDAD BIOLGIA CHILE; 1969; 6: R16-&.

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