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.
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
Barnett, SFH et al (2017). A Novel Application of Non-Destructive Readout Technology to Localisation Microscopy. Nature Scientific Reports 7 (DOI: 10.1038/srep42313)
Baker, D et al (2016). Detecting genetic mosaicism in cultures of human pluripotent stem cells. Stem Cell Reports 5, 998—1012 (DOI:10.1016/j.stemcr.2016.10.003)
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. 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 Data. Journal of Applied Econometrics, 25, 1128—1154 (DOI: 10.1002/jae.1113).
Ferreira, JTAS; Juárez, MA and Steel, MFJ (2008). Directional log-spline distributions. Bayesian Analysis, 3, 267—315. (DOI:10.1214/08-BA311).
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.
Juárez, M. A. (2005a). Objective Bayes estimation and hypothesis testing: the reference-intrinsic approach on non-regular models. CRiSM working paper 05-14.
Juárez, M. A. (2005b). Objective Bayes inference on the normal correlation coefficient. CRiSM working paper 05-15.