Research output per year
Research output per year
Personal profile
Research Overview
Professor Bolin's main research interests are in stochastic partial differential equations and their applications in statistics, with a focus on development of practical, computationally efficient tools for modelling non-stationary and non-Gaussian processes. He also works on uncertainty quantification and visualization for applications in spatial statistics and medical imaging.
Key Research Areas
Applied Mathematics and Computational Science, Machine Learning
Education
Mathematical Statistics, Ph.D., Lund University
2012
Engineering Mathematics, M.S., Lund University
2007
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Collaborations and top research areas from the last five years
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Fitting Latent Non-Gaussian Models Using Variational Bayes and Laplace Approximations
Cabral, R., Bolin, D. & Rue, H., 2024, (Accepted/In press) In: JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION.Research output: Contribution to journal › Article › peer-review
Open Access -
Gaussian Whittle–Matérn fields on metric graphs
Bolin, D., Simas, A. B. & Wallin, J., May 2024, In: Bernoulli. 30, 2, p. 1611-1639 29 p.Research output: Contribution to journal › Article › peer-review
Open Access1 Scopus citations -
Controlling the Flexibility of Non-Gaussian Processes Through Shrinkage Priors
Cabral∗, R., Bolin, D. & Rue, H., 2023, In: BAYESIAN ANALYSIS. 18, 4, p. 1223-1246 24 p.Research output: Contribution to journal › Article › peer-review
Open Access2 Scopus citations -
Covariance–Based Rational Approximations of Fractional SPDEs for Computationally Efficient Bayesian Inference
Bolin, D., Simas, A. B. & Xiong, Z., 2023, (Accepted/In press) In: JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS. 33, 1, p. 64-74 11 p.Research output: Contribution to journal › Article › peer-review
Open Access4 Scopus citations -
Equivalence of measures and asymptotically optimal linear prediction for Gaussian random fields with fractional-order covariance operators
Bolin, D. & Kirchner, K., 2023, In: Accepted in Bernoulli.Research output: Contribution to journal › Article › peer-review
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Exploring the landscape scale influences of tree cover on crop yield in an agroforestry parkland using satellite data and spatial statistics
Karlson, M., Bolin, D., Bazié, H. R., Ouedraogo, A. S., Soro, B., Sanou, J., Bayala, J. & Ostwald, M., Aug 10 2023, In: Journal of Arid Environments. 218, p. 105051Research output: Contribution to journal › Article › peer-review
3 Scopus citations -
Joint spatial modeling of significant wave height and wave period using the SPDE approach
Hildeman, A., Bolin, D. & Rychlik, I., Feb 9 2022, In: Probabilistic Engineering Mechanics. 68, p. 103203Research output: Contribution to journal › Article › peer-review
2 Scopus citations -
Local scale invariance and robustness of proper scoring rules
Bolin, D. & Wallin, J., Jan 1 2022, In: Statistical Science. -1, -1Research output: Contribution to journal › Article › peer-review
3 Scopus citations
Press/Media
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Study Data from King Abdullah University of Science and Technology (KAUST) Update Understanding of Technology (Gaussian Whittle-matern Fields On Metric Graphs)
Bolin, D. & De Bustamante Simas, A.
06/19/24
1 item of Media coverage
Press/Media: Press / Media
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Studies from King Abdullah University of Science and Technology (KAUST) Yield New Information about Technology (Controlling the Flexibility of Non-gaussian Processes Through Shrinkage Priors)
01/15/24
1 item of Media coverage
Press/Media: Press / Media
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U.S. Patents Awarded to Inventors in New Hampshire (Oct. 16)
10/16/21
1 item of Media coverage
Press/Media: Press / Media
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Society for Industrial & Applied Mathematics Schedules Session on Gaussian Random Fields in Forward & Inverse UQ
03/3/20
1 item of Media coverage
Press/Media: Press / Media