Research Summary
Research interests include statistical computing (Markov chain Monte Carlo algorithms); spatial models (Gaussian random field models); methods for complex computer models; and interdisciplinary collaborations in environmental sciences, climate science, etc.
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Recent Publications
Neglecting Model Parametric Uncertainty Can Drastically Underestimate Flood Risks
Sharma, S., Lee, B. S., Hosseini-Shakib, I., Haran, M. & Keller, K., Jan 2023, In: Earth's Future. 11, 1, e2022EF003050.Research output: Contribution to journal › Article › peer-review
ICE MODEL CALIBRATION USING SEMICONTINUOUS SPATIAL DATA
Chang, W., Konomi, B. A., Karagiannis, G., Guan, Y. & Haran, M., Sep 2022, In: Annals of Applied Statistics. 16, 3, p. 1937-1961 25 p.Research output: Contribution to journal › Article › peer-review
A two-stage Cox process model with spatial and nonspatial covariates
Kelling, C. & Haran, M., Oct 2022, In: Spatial Statistics. 51, 100685.Research output: Contribution to journal › Article › peer-review
PICAR: An Efficient Extendable Approach for Fitting Hierarchical Spatial Models
Lee, B. S. & Haran, M., 2022, In: Technometrics. 64, 2, p. 187-198 12 p.Research output: Contribution to journal › Article › peer-review
Flood hazard model calibration using multiresolution model output
Roth, S. M., Lee, B. S., Sharma, S., Hosseini-Shakib, I., Keller, K. & Haran, M., 2022, (Accepted/In press) In: Environmetrics.Research output: Contribution to journal › Article › peer-review
Modeling the Social and Spatial Proximity of Crime: Domestic and Sexual Violence Across Neighborhoods
Kelling, C., Graif, C., Korkmaz, G. & Haran, M., Jun 2021, In: Journal of Quantitative Criminology. 37, 2, p. 481-516 36 p.Research output: Contribution to journal › Article › peer-review
Strategic testing approaches for targeted disease monitoring can be used to inform pandemic decision-making
Nichols, J. D., Bogich, T. L., Howerton, E., Bjørnstad, O. N., Borchering, R. K., Ferrari, M., Haran, M., Jewell, C., Pepin, K. M., Probert, W. J. M., Pulliam, J. R. C., Runge, M. C., Tildesley, M., Viboud, C. & Shea, K., Jun 2021, In: PLoS biology. 19, 6, e3001307.Research output: Contribution to journal › Review article › peer-review
Reduced-Dimensional Monte Carlo Maximum Likelihood for Latent Gaussian Random Field Models
Park, J. & Haran, M., Jan 2021, In: Journal of Computational and Graphical Statistics. 30, 2, p. 269-283 15 p.Research output: Contribution to journal › Article › peer-review
A fast particle-based approach for calibrating a 3-d model of the antarctic ice sheet
Lee, B. S., Haran, M., Fuller, R. W., Pollard, D. & Keller, K., 2020, In: Annals of Applied Statistics. 14, 2, p. 605-634 30 p.Research output: Contribution to journal › Article › peer-review
A Function Emulation Approach for Doubly Intractable Distributions
Park, J. & Haran, M., Jan 2 2020, In: Journal of Computational and Graphical Statistics. 29, 1, p. 66-77 12 p.Research output: Contribution to journal › Article › peer-review
Paenibacillus infection with frequent viral coinfection contributes to postinfectious hydrocephalus in Ugandan infants
Paulson, J. N., Williams, B. L., Hehnly, C., Mishra, N., Sinnar, S. A., Zhang, L., Ssentongo, P., Mbabazi-Kabachelor, E., Wijetunge, D. S. S., Von Bredow, B., Mulondo, R., Kiwanuka, J., Bajunirwe, F., Bazira, J., Bebell, L. M., Burgoine, K., Couto-Rodriguez, M., Ericson, J. E., Erickson, T., Ferrari, M., & 32 others, Sep 30 2020, In: Science Translational Medicine. 12, 563, eaba0565.Research output: Contribution to journal › Article › peer-review
Quantifying spatio-temporal variation of invasion spread
Goldstein, J., Park, J., Haran, M., Liebhold, A. & Bjørnstad, O. N., Jan 16 2019, In: Proceedings of the Royal Society B: Biological Sciences. 286, 1894, 20182294.Research output: Contribution to journal › Article › peer-review
Computer Model Calibration Based on Image Warping Metrics: An Application for Sea Ice Deformation
Guan, Y., Sampson, C., Tucker, J. D., Chang, W., Mondal, A., Haran, M. & Sulsky, D., Sep 15 2019, In: Journal of Agricultural, Biological, and Environmental Statistics. 24, 3, p. 444-463 20 p.Research output: Contribution to journal › Article › peer-review
Stilt: Easy emulation of time series AR(1) computer model output in multidimensional parameter space
Olson, R., Ruckert, K. L., Chang, W., Keller, K., Haran, M. & An, S. I., 2019, In: R Journal. 10, 2, p. 209-225 17 p.Research output: Contribution to journal › Article › peer-review
A Computationally Efficient Projection-Based Approach for Spatial Generalized Linear Mixed Models
Guan, Y. & Haran, M., Oct 2 2018, In: Journal of Computational and Graphical Statistics. 27, 4, p. 701-714 14 p.Research output: Contribution to journal › Article › peer-review