Dr Miguel A. Juárez — homepage

Research

I am interested in Bayesian hierarchical modelling for panel and longitudinal data, in particular to address problems in econometrics and biology. Recently, I have developed mixture models capable of accommodating skewness and non-Gaussian tail behaviour in econometrics. I have been involved in developing models for systems biology as well, specifically trying to understand gene regulatory networks. I am also interested in objective Bayesian methods and their relationship with measures of information.

Contact

University of Sheffield
School of Mathematics and Statistics
Room I13, Hicks Building
Sheffield, S3 7RH
Tel: +44 (0) 1142 223 908
Fax: +44 (0) 1142 223 809
(email)

Publications

Morrissey, E.R., Juárez, M.A., Denby, K.J. and Burroughs, N.J. (2011).  Inferring the time-invariant topology of a non-linear sparse gene regulatory network using fully Bayesian spline autoregression(PDF Document). Biostatistics 12, 682—694 (DOI:10.1093/biostatistics/kxr009)

Morrissey, E.R., Juárez, M.A., Denby, K.J. and Burroughs, N.J. (2010).  On reverse engineering of gene interaction networks using time course data with repeated measurements.   Bioinformatics, 26, 2305—2312 (DOI:10.1093/bioinformatics/btq421).

STREAM Consortium (2010). The dynamic architecture of the metabolic switch in Streptomyces coelicolor. BMC Genomics 2010, 11:10 (DOI:10.1186/1471-2164-11-10)

Juárez, M. A. and Steel, M. F. J. (2010).  Model-based Clustering of non-Gaussian Panel Data based on skew-t distributions.   Journal of Business and Economic Statistics, 28, 52—66 (DOI: 10.1198/jbes.2009.07145).

Juárez, M. A. and Steel, M. F. J. (2010).  Non-Gaussian Dynamic Bayesian Modelling for Panel DataJournal of Applied Econometrics, 25, 1128—1154 (DOI: 10.1002/jae.1113).

Ferreira, JTAS; Juárez, MA and Steel, MFJ (2008).  Directional log-spline distributions(PDF Document)Bayesian Analysis, 3, 267—315. (DOI:10.1214/08-BA311).

Bernardo, J. M. and Juárez, M. A. (2003).  Intrinsic estimation(PDF Document). Bayesian Statistics 7, Oxford: University Press, 465—476.

de Alba, E., Juárez, M. A. and Moreno, M.T. (1998). Bayesian Estimation of IBNR Reserves, Transactions of the International Congress of Actuaries Vol. 4, 255—273, Birmingham, England.

de Alba, E. and Juárez, M. A. (1995). Bayesian Forecasting: An Application to IBNR Claims Reserves, ASA Proceedings of the Section on Bayesian Statistical Science, 189—194.



Pre-prints


Juárez, M. A. (2005a).  Objective Bayes estimation and hypothesis testing: the reference-intrinsic approach on non-regular models(PDF Document). CRiSM working paper 05-14.

Juárez, M. A. (2005b).  Objective Bayes inference on the normal correlation coefficient(PDF Document) CRiSM working paper 05-15.

Background

PhD Mathematical Sciences
(Statistics)

MSc Economics

BSc Actuarial Sciences

Universidad de Valencia, España
Thesis: Objective Bayesian Methods for Estimation and Hypothesis Testing (Extended abstract(PDF Document))

CIDE, México

ITAM, México