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Fernando Andrés Quintana Quintana

Professor

Pontificia Universidad Católica de Chile

Santiago, Chile

Nonparametric Bayesian Statistics Statistical Computing Random Partition Models

Statistics, UNIVERSITY OF WISCONSIN-MADISON. Estados Unidos, 1994
Mathematical Civil Engineer, UNIVERSIDAD DE CHILE. Chile, 1987

Professor Full Time

PONTIFICIA UNIVERSIDAD CATOLICA DE CHILE

Mathematics

Santiago, Chile

1989 - At present

20+ years of experience teaching undergraduate and graduate courses in Statistics at the Department of Statistics, PUC.

Supervision of the following Ph.D. students: Héctor Gómez Geraldo (2004, Statistics, co-tutored with Reinaldo Arellano Valle); Rolando de la
Cruz Mesías (2005, Statistics); Carlos Navarrete (2007, Statistics); Paula Fariña (Statistics, co-tutored with Ernesto San Martín, 2009); Luis Gutiérrez (Statistics, 2011), Andrés Felipe Barrientos (Statistics, co-tutored with Alejandro Jara, 2012), José J. Quinlan (co-tutored with Garritt Page, 2017).

Supervision of the following Statistics M.Sc. student: Alejandro Jara Vallejos (2002), Andrés Silva Carmona (2004), Valeria Leiva Yamaguchi
(2013).

Teachin Excellence Award

PONTIFICIA UNIVERSIDAD CATOLICA DE CHILE

Chile, 2008

Award for excellence in teaching in the areas of physics and mathematics.
Fellow

American Statistical Association

Estados Unidos, 2015

Recognition award by the American Statistical Association.


A Bayesian Nonparametric Latent Approach for Score Distributions in Test Equating Varas I.M.; GonzÃ¡lez J.; Quintana, F. A. Article ISI SCOPUS Journal of Educational and Behavioral Statistics (2020)
Determinantal Point Process Mixtures Via Spectral Density Approach Bianchini I.; Guglielmi A.; Quintana, F. A. Article ISI SCOPUS BAYESIAN ANALYSIS (2020)
A Bayesian random partition model for sequential refinement and coagulation Zanini C.T.P.; MÃ¼ller P.; Ji Y.; Quintana, F. A. Article ISI SCOPUS BIOMETRICS (2019)
Calibrating covariate informed product partition models Page, GL; Quintana, FA Article ISI SCOPUS STATISTICS AND COMPUTING (2018)
Density regression using repulsive distributions Quinlan, JJ; Page, GL; Quintana, FA Article ISI SCOPUS JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION (2018)
Nonparametric Bayesian inference in applications Mueller, P; Quintana, FA; Page, G Article ISI SCOPUS STATISTICAL METHODS AND APPLICATIONS (2018)
Dependent Species Sampling Models for Spatial Density Estimation Jo, Seongil; Lee, Jaeyong; Müller, Peter; Quintana, Fernando A.; Trippa, Lorenzo Article ISI SCOPUS BAYESIAN ANALYSIS (2017)
Fully Nonparametric Regression for Bounded Data Using Dependent Bernstein Polynomials Barrientos, Andr?s F.; Jara, Alejandro; Quintana, Fernando A. Article ISI SCOPUS JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2017)
Semiparametric Bayesian Regression via Potts Model Murua, Alejandro; Quintana, Fernando A. Article ISI SCOPUS Journal of Computational and Graphical Statistics (2017)
A Bayesian Non-Parametric Dynamic AR Model for Multiple Time Series Analysis Nieto-Barajas, Luis E.; Quintana, Fernando A. Article ISI SCOPUS JOURNAL OF TIME SERIES ANALYSIS (2016)
A semiparametric Bayesian joint model for multiple mixed-type outcomes: an application to acute myocardial infarction Guglielmi, Alessandra; Ieva, Francesca; Paganoni, Anna Maria; Quintana, Fernardo A. Article SCOPUS ADVANCES IN DATA ANALYSIS AND CLASSIFICATION (2016)
A semiparametric Bayesian model for multiple monotonically increasing count sequences Leiva-Yamaguchi V.; Quintana, F. A. Article ISI SCOPUS Brazilian Journal of Probability and Statistics (2016)
Bayesian Nonparametric Longitudinal Data Analysis Quintana, Fernando A.; Johnson, Wesley O.; Waetjen, L. Elaine; B. Gold, Ellen Article ISI SCOPUS JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2016)
Rejoinder* Page G.L.; Quintana, F. A. Article ISI SCOPUS Bayesian Analysis (2016)
Spatial product partition models Page G.L.; Quintana, F. A. Article ISI SCOPUS Bayesian Analysis (2016)
Bayesian density estimation for compositional data using random Bernstein polynomials Barrientos, AF; Jara, A.; Quintana, FA Article ISI SCOPUS Journal of Statistical Planning and Inference (2015)
Bayesian nonparametric estimation of test equating functions with covariates Gonzalez, J; Barrientos, AF; Quintana, FA Article ISI SCOPUS Computational Statistics and Data Analysis (2015)
Cluster-Specific Variable Selection for Product Partition Models Quintana, FA; Muller P.; Papoila, AL Article ISI SCOPUS Scandinavian Journal of Statistics (2015)
On species sampling sequences induced by residual allocation models Rodríguez A.; Quintana, F. A. Article ISI SCOPUS JOURNAL OF STATISTICAL PLANNING AND INFERENCE (2015)
Predictions Based on the Clustering of Heterogeneous Functions via Shape and Subject-Specific Covariates Page, GL; Quintana, FA Article ISI SCOPUS Bayesian Analysis (2015)
Bayesian inference for longitudinal data with non-parametric treatment effects Muller P.; Quintana, FA; Rosner, GL; Maitland, ML Article ISI BIOSTATISTICS (2014)
Optimal information in authentication of food and beverages Gutierrez, L.; Quintana, FA Article ISI SCOPUS STATISTICAL MODELLING (2014)
A Simple Class of Bayesian Nonparametric Autoregression Models Di Lucca, MA; Guglielmi A.; Muller P.; Quintana, FA Article ISI SCOPUS Bayesian Analysis (2013)
A Time Series Model for Responses on the Unit Interval Jara, A.; Nieto-Barajas, LE; Quintana F. Article ISI SCOPUS Bayesian Analysis (2013)
Defining Predictive Probability Functions for Species Sampling Models Lee, J; Quintana, FA; Muller P.; Trippa L. Article ISI SCOPUS Statistical Science (2013)
BM-BC: a Bayesian method of base calling for Solexa sequence data Ji Y.; Mitra, R; Quintana F.; Jara, A.; Mueller, P; Liu, P.; Lu Y.; Liang, SD Article ISI BMC BIOINFORMATICS (2012)
Borrowing Strength with Nonexchangeable Priors over Subpopulations Leon-Novelo L.G.; Bekele B.N.; Muller P.; Quintana F.; Wathen K. Article ISI SCOPUS Biometrics (2012)
On the Support of MacEachern's Dependent Dirichlet Processes and Extensions Barrientos A.F.; Jaray A.; Quintana, F. A. Article ISI SCOPUS Bayesian Analysis (2012)
A Product Partition Model With Regression on Covariates Muller P.; Quintana F.; Rosner, GL Article ISI SCOPUS Journal of Computational and Graphical Statistics (2011)
Bayesian first order auto-regressive latent variable models for multiple binary sequences Giardina F.; Guglielmi A.; Quintana, FA; Ruggeri, F Article ISI SCOPUS Statistical Modelling (2011)
DPpackage : Bayesian Semi- and Nonparametric Modeling in R Jara, Alejandro; Hanson, Timothy; Quintana, Fernando; Müller, Peter; Rosner, Gary Article JOURNAL OF STATISTICAL SOFTWARE (2011)
DPpackage: Bayesian Semi- and Nonparametric Modeling in R Jara, A.; Hanson, TE; Quintana, FA; Muller P.; Rosner, GL Article ISI SCOPUS Journal of Statistical Software (2011)
Logistic regression when covariates are random effects from a non-linear mixed model de la Cruz R.; Marshall G.; Quintana, FA Article ISI SCOPUS Biometrical Journal (2011)
Multivariate Bayesian discrimination for varietal authentication of Chilean red wine Gutierrez, L.; Quintana, FA; von Baer, D.; Mardones, C. Article ISI SCOPUS Journal of Applied Statistics (2011)
MULTIVARIATE BAYESIAN SEMIPARAMETRIC MODELS FOR AUTHENTICATION OF FOOD AND BEVERAGES Gutierrez, L.; Quintana, FA Article ISI The Annals of Applied Statistics (2011)
Similarity analysis in Bayesian random partition models Navarrete, CA; Quintana, FA Article ISI SCOPUS Computational Statistics and Data Analysis (2011)
BAYESIAN SEMIPARAMETRIC INFERENCE FOR MULTIVARIATE DOUBLY-INTERVAL-CENSORED DATA Jara, A.; Lesaffre E.; De Iorio, M; Quintana F. Article ISI SCOPUS Annals of Applied Statistics (2010)
Linear regression with a dependent skewed Dirichlet process Quintana, F. A. Article Chilean Journal of Statistics (2010)
Random partition models with regression on covariates Mullner, P; Quintana F. Article ISI SCOPUS Journal of Statistical Planning and Inference (2010)
Bayesian modeling using a class of bimodal skew-elliptical distributions Elal-Olivero, D; Gomez, HW; Quintana, FA Article ISI SCOPUS JOURNAL OF STATISTICAL PLANNING AND INFERENCE (2009)
Discriminant Analysis for Longitudinal Data with Multiple Continuous Responses and Possibly Missing Data Marshall G.; De la Cruz-Mesia, R; Quintana, FA; Baron, AE Article ISI SCOPUS BIOMETRICS (2009)
Flexible Univariate Continuous Distributions Quintana, FA; Steel, MFJ; Ferreira, JTAS Article ISI SCOPUS BAYESIAN ANALYSIS (2009)
Nonparametric Bayesian modelling using skewed Dirichlet processes Iglesias, PL; Orellana, Y; Quintana, FA Article ISI SCOPUS JOURNAL OF STATISTICAL PLANNING AND INFERENCE (2009)
A semiparametric Bayesian model for repeatedly repeated binary outcomes Quintana, FA; Muller P.; Rosner, GL; Relling, MV Article ISI SCOPUS JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES C-APPLIED STATISTICS (2008)
Linear mixed models with skew-elliptical distributions: A Bayesian approach Jara, A.; Quintana F.; Martin, ES Article ISI SCOPUS COMPUTATIONAL STATISTICS DATA ANALYSIS (2008)
Model-based clustering for longitudinal data De la Cruz-Mesia, R; Quintanab, FA; Marshall G. Article ISI SCOPUS COMPUTATIONAL STATISTICS DATA ANALYSIS (2008)
Semi-parametric Bayesian Inference for Multi-Season Baseball Data Quintana, FA; Muller P.; Rosner, GL; Munsell, M Article ISI SCOPUS BAYESIAN ANALYSIS (2008)
Some issues in nonparametric Bayesian modelling using species sampling models Navarrete C.; Quintana, FA; Muller P. Article ISI STATISTICAL MODELLING (2008)
A model-based approach to Bayesian classification with applications to predicting pregnancy outcomes from longitudinal beta-hCG profiles De la Cruz-Mesia, R; Quintana, FA Article ISI SCOPUS BIOSTATISTICS (2007)
A new family of slash-distributions with elliptical contours Gomez, HW; Quintana, FA; Torres, FJ Article ISI SCOPUS STATISTICS PROBABILITY LETTERS (2007)
RANDOM-SET METHODS IDENTIFY DISTINCT ASPECTS OF THE ENRICHMENT SIGNAL IN GENE-SET ANALYSIS Newton, MA; Quintana, FA; Den Boon, JA; Sengupta, S; Ahlquist, P Article ISI The Annals of Applied Statistics (2007)
Semiparametric Bayesian classification with longitudinal markers De la Cruz-Mesia, R; Quintana, FA; Muller P. Article ISI SCOPUS JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES C-APPLIED STATISTICS (2007)
Semiparametric Bayesian inference for multilevel repeated measurement data Muller P.; Quintana, FA; Rosner, GL Article ISI BIOMETRICS (2007)
A predictive view of Bayesian clustering Quintana, FA Article ISI SCOPUS JOURNAL OF STATISTICAL PLANNING AND INFERENCE (2006)
Testing for Differences Among Discrete Distributions: An Application of Model-Based Clustering Quintana, F. A.; Silva, A. Article SCIELO BRAZILIAN JOURNAL OF PROBABILITY AND STATISTICS (2006)
Bayesian identification of outliers and change-points in measurement error models Quintana, FA; Iglesias, PL Article ISI SCOPUS Advances in Complex Systems (2005)
Bayesian robust estimation of systematic risk using product partition models Quintana *, Fernando A.; Iglesias, Pilar L.; Galea-Rojas, Manuel Article Applied Financial Economics Letters (2005)
Nonparametric Bayesian modeling for multivariate ordinal data Kottas, A; Muller P.; Quintana F. Article ISI SCOPUS Journal of Computational and Graphical Statistics (2005)
Statistical inference for a general class of asymmetric distributions Arellano-Valle, RB; Gomez, HW; Quintana, FA Article ISI SCOPUS JOURNAL OF STATISTICAL PLANNING AND INFERENCE (2005)
A method for combining inference across related nonparametric Bayesian models Muller P.; Quintana F.; Rosner, G. Article ISI SCOPUS JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY (2004)
A new class of skew-normal distributions Arellano-Valle, RB; Gomez, HW; Quintana, FA Article ISI SCOPUS COMMUNICATIONS IN STATISTICS-THEORY AND METHODS (2004)
Nonparametric Bayesian assessment of the order of dependence for binary sequences Quintana, FA; Muller P. Article ISI Journal of Computational and Graphical Statistics (2004)
Optimal sampling for repeated binary measurements Quintana, FA; Muller P. Article ISI SCOPUS CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE (2004)
Bayesian clustering and product partition models Quintana, FA; Iglesias, PL Article ISI SCOPUS JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY (2003)
Consistency and Identifiability Revisited San Martín, E.; Quintana, F. A. Article BRAZILIAN JOURNAL OF PROBABILITY AND STATISTICS (2002)
Computational aspects of nonparametric Bayesian analysis with applications to the modeling of multiple binary sequences Quintana, FA; Newton, MA Article ISI Journal of Computational and Graphical Statistics (2000)
Monte Carlo EM with importance reweighting and its applications in random effects models Quintana, F. A.; Pino G.E.D.; Liu J.S. Article COMPUTATIONAL STATISTICS AND DATA ANALYSIS (1999)
Parametric partially exchangeable models for multiple binary sequence Quintana, F. A.; Newton, M.A. Article BRAZILIAN JOURNAL OF PROBABILITY AND STATISTICS (1999)
Assessing the order of dependence for partially exchangeable binary data Quintana, F. A.; Newton M.A. Article Journal Of The American Statistical Association (1998)
Nonparametric Bayesian analysis for assessing homogeneity in k × l contingency tables with fixed right margin totals Quintana, F. A. Article Journal Of The American Statistical Association (1998)
Bayesian estimation of Beta-binomial models by simulating posterior densities Quintana, F. ; Tam, W. Article Latindex Revista de la Sociedad Chilena de Estadística (1996)
Blood Flow Distribution in Necrotic versus Nonnecrotic Rabbit Hearts Bianco, Jesus A.; Pyzalski, Robert W.; Pyzalska, Danuta M.; Sebree, Linda A.; Hegge, Julia; Quintana, Fernando A. Article CARDIOLOGY (1996)
Effect of field of view on MR diagnosis of rotator cuff tears Tuite, Michael J.; Yandow, Donald R.; De Smet, Arthur A.; Orwin, John F.; Quintana, Fernando A. Article Skeletal Radiology (1995)
Algunos avances recientes en Computación Estadística Quintana, Fernando A. Article Latindex Revista de la Sociedad Chilena de Estadística (1994)
Diagnosis of partial and complete rotator cuff tears using combined gradient echo and spin echo imaging Tuite, MichaelJ.; Yandow, DonaldR.; DeSmet, ArthurA.; Orwin, JohnF.; Quintana, FernandoA. Article Skeletal Radiology (1994)
MR diagnosis of meniscal tears of the knee: importance of high signal in the meniscus that extends to the surface. De Smet, A A; Norris, M A; Yandow, D R; Quintana, F A; Graf, B K; Keene, J S Article American Journal of Roentgenology (1993)
On a test for generalized upper truncated Weibull distributions Martínez, Servet; Quintana, Fernando Article Statistics & Probability Letters (1991)
Parametrization in Factorial Generalized Linear Models del Pino, G.; Quintana, F. A.; Rodríguez, W. Article SCIELO BRAZILIAN JOURNAL OF PROBABILITY AND STATISTICS (1991)


More Nonparametric Bayesian Models for Biostatistics Müller, P.; Quintana, F. A.; Hjort, N.; Holmes, C.; Müller, P.; Walker, S. BookSection (2010)
Testing for Temporal Dependence of Pollen Cone Production in Jack Pine (Pinus banksiana Lamb.) Magnussen, S.; Quintana, Fernando A.; Nealis, V.; Hopkin, A. A.; Amaro, A.; Reed, D.; Soares, P. BookSection (2003)
Nonparametric Bayes Methods Using Predictive Updating Newton, M. A.; Quintana, F. A.; Zhang, Y.; Dey, D.; Müller, P.; Sinha, D. BookSection (1998)


Spatial species sampling and product partition models Jo S.; Lee, J; Page, G; Quintana F.; Trippa L.; Müller P. BookWhole SCOPUS Nonparametric Bayesian Inference in Biostatistics (2015)
Flexible and Nonparametric Modeling Griffin J.; Quintana F.; Steel M. BookWhole SCOPUS The Oxford Handbook of Bayesian Econometrics (2012)


A New Equating Method Through Latent Variables Varas I.; GonzÃ¡lez J.; Quintana, F. A. ConferencePaper ISI SCOPUS APPLIED NON-LINEAR DYNAMICAL SYSTEMS (2019)
A dependent Bayesian nonparametric model for test equating Gonzalez, J; Barrientos A.F.; Quintana, F. A. ConferencePaper SCOPUS Springer Proceedings in Mathematics and Statistics (2015)


A Bayesian Nonparametric Modeling Framework for Developmental Toxicity Studies Comment Muller P.; Quintana F. EditorialMaterial ISI JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2014)
Hierarchical Bayesian Modeling of Hitting Performance in Baseball Comment Quintana, FA; Muller P. EditorialMaterial ISI SCOPUS Bayesian Analysis (2009)
Nonparametric Bayesian methods Muller P.; Quintana, FA EditorialMaterial ISI STATISTICAL MODELLING (2008)


METHODOLOGY, THEORY AND APPLICATIONS OF BAYESIAN DEPENDENT RANDOM PARTITION MODELS FONDECYT (1141057) Proyecto 2014-2018 Inv. Responsable
BAYESIAN DEPENDENT RANDOM PARTITION MODELS=> NEW DEVELOPMENTS, CLUSTERING ALGORITHMS AND APPLICATIONS. FONDECYT (1100010) Proyecto 2010-2013 Inv. Principal
PARAMETRIC AND NONPARAMETRIC HIERARCHICAL BAYESIAN MODELS=> NEW DEVELOPMENTS, CLUSTERING ALGORITHMS, AND APPLICATIONS FONDECYT (1060729) Proyecto 2006-2009 Inv. Principal
PARAMETRIC AND NONPARAMETRIC APPROACHES TO BAYESIAN CLUSTERING. FONDECYT (1020712) Proyecto 2003-2005 Inv. Principal
Nonparametric Bayesian Methods and Clustering Algorithms=> Theoretical and Applied Aspects. FONDECYT (1990430) Proyecto 1999-2002 Inv. Principal