Codes from the book

Course I'm Teaching

Research Interests

• Bayesian hierarchical Modeling
• Nonparametric Regression and classification
• Bioinformatics
• Spatio-temporal Modeling
• Machine learning
• Functional Data analysis
• Bayesian nonparametrics
• Petroleum reservoir characterization
• Uncertainty analysis of Computer Model outputs

Selected Publications (2010)

• Dhavala, S, Datta, S., Mallick, B., Carroll, R. and Adams, G. (2010) Bayesian modeling of MPSS data: Gene expression analysis of Bovine Salmonella infection. Journal of the American Statistical Association, 105,956-967.
• Sinha S, Mallick B.K, Kipnis V, Carroll R.J. (2010) Semiparametric Bayesian Analysis of Nutritional Epidemiology Data in the Presence of Measurement Error. Biometrics , 66, 444-454.
• Mondal, A., Efendiev, Y,Mallick, B. and Datta Gupta, A. (2010) Bayesian Uncertainty Quantification for Flows in Heterogeneous Porous Media using Reversible Jump Markov Chain Monte Carlo Methods. Advances in Water resources, 33,241-256
• Sturino, J., Zorych, I., Mallick, B., Pokusaeva, K., Carroll, R. (2011) Statistical Methods for Comparative Phenomics using High-throughput Phenotype Microarrays. The intrenational journal of Biostatistics, 6
• Parzen, M., Ghosh, S., Lipsitz, S., Fitzmaurice, Ibrahim, J. and Mallick, B. (2011) A generalized linear mixed model for longitudinal binary data with a marginal logit link function. Annals of Applied Statistics (To appear).
• Ryu, D., Li, E. and Mallick, B. (2010), Bayesian nonparametric regression analysis when covariates are subject-specific parameters in a random effect model for longitudinal measurement. Biometrics (to appear).
• Lobach, I., Mallick, B., Carroll, R. (2011) Bayesian analysis of case-control data with gene environment interaction and error in measurement of environmental covariates. Statistics and its interface (to appear)
• McClarren, R., Ryu, D., Drake, P., Bingham, D., Fryxell, B., Mallick, B., Torralva, B. (2011) A Physical informed emulator for laser-driven radiation shock simulations. Reliability engineering and system safety (to appear)
• Xia, H., Ding, Y. and Mallick, B. (2010) Bayesian hierarchical model for combining misaligned two-resolution metrology data. IIE transactions, (to appear).
• Ghosh, S.and Mallick, B. (2010) A Hierarchical Bayesian Spatio-temporal Model for Extreme Precipitation Events. Environmetrics, (to appear)
• Huitink, D., Kundu, S., Park, C., Mallick, B., Huang, J. and Liang, H. (2010) Nanoparticle shape evolution identified through multivariate statistics. Journal of Physical Chemistry 114, 5596-5600.

The books I have edited

• Generalized Linear Models: A Bayesian perspective, Marcel Dekker inc., NY.
• Nonlinear Estimation and Classification, Springer.
• Large-scale inverse problems and quantification of uncertainty, Wiley, NY.
• Dey, D., Ghosh, S. and Mallick, B. Bayesian Modeling Issues in Bioinformatics and Biostatistics, Chapman and Hall/CRC .