Publications

Here are some of my recent publications and preprints. Check out my Google Scholar profile for more publications.

Efficient Large-scale Nonstationary Spatial Covariance function estimation using Convolutional Neural Networks

Published in Journal of Computational and Graphical Statistics (JCGS), 2024

This paper provides a data driven scalable approach for fitting Nonstationary Matern covariance for large datasets.

Recommended citation: Nag, Pratik, Yiping Hong, Sameh Abdulah, Ghulam A. Qadir, Marc G. Genton, and Ying Sun. "Efficient Large-scale Nonstationary Spatial Covariance Function Estimation Using Convolutional Neural Networks." Journal of Computational and Graphical Statistics just-accepted (2024): 1-22.
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