Publications by Matías Salibián-Barrera
2023
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 .
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
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 .
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 .
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
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
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 .
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 .
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
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 .
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
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
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 .
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 .
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 .
2015
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
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2014
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
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 .
Qualitative Robustness of Bootstrap Approximations for Kernel Based Methods. In: . 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
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
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 .
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 .
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 .
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
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. .
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 .
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 .
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 .
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
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
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 .
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 .
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 .
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 .
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 .
2005
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
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 .
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 .
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
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
NITROGENATED EXCRETION OF CALYPTOCEPHALELLA-CAUDIVERBERA (L). ACTA PHYSIOLOGICA LATINOAMERICANA. SERRANO 665, 1414 BUENOS AIRES, ARGENTINA: ASSN LATINOAMER CIENC FISIOL; 1973; 23: 74. .
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
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
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
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-&. .
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-&. .
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-&. .
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-&. .
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-&. .
1969
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-&. .