Abhirup Datta

Assistant Professor

20162019
If you made any changes in Pure, your changes will be visible here soon.

Fingerprint Dive into the research topics where Abhirup Datta is active. These topic labels come from the works of this person. Together they form a unique fingerprint.

Gaussian Process Mathematics
Spatial Data Mathematics
Gaussian Model Mathematics
Large Data Mathematics
Nearest Neighbor Mathematics
Process Model Mathematics
High-dimensional Mathematics
Spatial Model Mathematics

Network Recent external collaboration on country level. Dive into details by clicking on the dots.

Research Output 2016 2019

Bayesian high-dimensional regression for change point analysis

Datta, A., Zou, H. & Banerjee, S., Jan 1 2019, In : Statistics and its Interface. 12, 2, p. 253-264 12 p.

Research output: Contribution to journalArticle

Change-point Analysis
Change Point
High-dimensional
Regression
Covariates

Efficient Algorithms for Bayesian Nearest Neighbor Gaussian Processes

Finley, A. O., Datta, A., Cook, B. D., Morton, D. C., Andersen, H. E. & Banerjee, S., Jan 1 2019, In : Journal of Computational and Graphical Statistics.

Research output: Contribution to journalArticle

Gaussian Process
Alternate
Nearest Neighbor
Efficient Algorithms
Numerical Linear Algebra
Bayesian Modeling
Spatial Data
Bayesian inference
Spatial Process
Computing

Spatial factor models for high-dimensional and large spatial data: An application in forest variable mapping

Taylor-Rodriguez, D., Finley, A. O., Datta, A., Babcock, C., Andersen, H. E., Cook, B. D., Morton, D. C. & Banerjee, S., Jan 1 2019, In : Statistica Sinica. 29, 3, p. 1155-1180 26 p.

Research output: Contribution to journalArticle

Factor Models
Spatial Model
Large Data
Spatial Data
High-dimensional

A Case Study Competition Among Methods for Analyzing Large Spatial Data

Heaton, M. J., Datta, A., Finley, A. O., Furrer, R., Guinness, J., Guhaniyogi, R., Gerber, F., Gramacy, R. B., Hammerling, D., Katzfuss, M., Lindgren, F., Nychka, D. W., Sun, F. & Zammit-Mangion, A., Jan 1 2018, (Accepted/In press) In : Journal of Agricultural, Biological, and Environmental Statistics.

Research output: Contribution to journalArticle

spatial data
Large Data
Spatial Data
case studies
Gaussian Process