Research
I am an assistant professor of statistics at Pennsylvania State
University. I received my Ph.D. from the School of Statistics at the
University of Minnesota and a B.S. in Computer Science from Carnegie
Mellon University. My research interests include statistical computing
(Markov chain Monte Carlo) and spatial modeling (primarily involving
Gaussian random fields and Bayesian hierarchical models), with
applications to problems in ecology, geosciences, geography and
epidemiology. I have also worked on statistical techniques called
random forests for applications in software engineering research. For
more, please see:
background and more on my research.
Select recent papers (longer list: here )
Goes, M., Urban, N., Tonkonojenkov, R., Haran, M., and Keller, K. (2009)
The skill of different ocean tracers in reducing uncertainties about projections of the Atlantic Meridional Overturning Circulation , submitted bibtex
Tibbits, M.M., Haran, M., Liechty, J.L. (2009)
Parallel multivariate slice sampling , Statistics and Computing (tentatively accepted, subject to revision) bibtex
Bhat, K.S., Haran, M., Tonkonojenkov, R., and Keller, K. (2009)
Inferring likelihoods and climate system characteristics from climate models and multiple tracers , submitted bibtex
Recta, V., Haran, M., and Rosenberger, J.L. (2009)
A two-stage model for incidence and prevalence in point-level spatial count data , submitted bibtex
Haran, M. (2009)
Gaussian random field models for spatial data, to appear in Handbook of Markov chain Monte Carlo , Editors, Brooks, S.P., Gelman, A.E. Jones, G.L. and Meng, X.L., Springer-Verlag. bibtex
Haran, M., Bhat, K.S., Molineros, J, and De Wolf, E. (2009)
Estimating the risk of a crop epidemic from coincident spatiotemporal processes , accepted for publication in The Journal of Agricultural, Biological and Environmental Statistics, DOI: 10.1198/jabes.2009.08006. bibtex
Haran, M. and Tierney, L. (2009) On Automating Markov chain Monte Carlo for a class of spatial models, submitted bibtex
Flegal, J.M., Haran, M., and Jones, G.L. (2008) Markov chain Monte
Carlo: Can we trust the third significant figure?
Statistical Science, 23,250--260. bibtex
Code that implements the consistent batch means
procedure for MCMC standard errors as described in the paper: R function , C function and Matlab function
for consistent batch means
Jones, G.L., Haran, M., Caffo, B.S. and Neath, R. (2006)
Fixed Width Output Analysis for Markov chain Monte Carlo ,
Journal of the American Statistical Association, 101:1537--1547. bibtex
Teaching
Stochastic Processes and Monte Carlo (STAT 515), spring 2010 , (also spring 2005-2009).
Spatial Models (STAT 597A), spring 2010 (also fall 2006, 2007).
Introduction to Probability Theory (STAT 414), spring 2009
Elementary Statistics (STAT 200 (Honors)), fall 2004-2008.
Advances in Ecology (ECLGY 597B), fall 2006-2008
MCMC Tutorial for Center for Astrostatistics Summer School, June 2005-2009.
Elementary Statistics (STAT 200), fall 2004.
Everything Else (non-academic)
* pronunciation guide: "u" is pronounced as in the first "u" in "aluminum" ("aluminium" if you are not American); pretend the "a" in "Murali" is silent.
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