spBPS

Bayesian Predictive Stacking for Scalable Geospatial Transfer Learning

CRAN Package

Provides functions for Bayesian Predictive Stacking within the Bayesian transfer learning framework for geospatial artificial systems, as introduced in "Bayesian Transfer Learning for Artificially Intelligent Geospatial Systems: A Predictive Stacking Approach" (Presicce and Banerjee, 2024) doi:10.48550/arXiv.2410.09504. This methodology enables efficient Bayesian geostatistical modeling, utilizing predictive stacking to improve inference across spatial datasets. The core functions leverage 'C++' for high-performance computation, making the framework well-suited for large-scale spatial data analysis in parallel and distributed computing environments. Designed for scalability, it allows seamless application in computationally demanding scenarios.

  • Version0.0-4
  • R version≥ 1.8.0
  • LicenseGPL (≥ 3)
  • Needs compilation?Yes
  • Last release10/25/2024

Documentation


Team


Insights

Last 30 days

This package has been downloaded 408 times in the last 30 days. Enough downloads to make a small wave in the niche community. The curiosity is spreading! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 3 times.

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0 downloadsMar 9, 2025
0 downloadsMar 10, 2025
0 downloadsMar 11, 2025
3 downloadsMar 12, 2025
48 downloadsMar 13, 2025
5 downloadsMar 14, 2025
4 downloadsMar 15, 2025
3 downloadsMar 16, 2025
22 downloadsMar 17, 2025
23 downloadsMar 18, 2025
7 downloadsMar 19, 2025
5 downloadsMar 20, 2025
9 downloadsMar 21, 2025
2 downloadsMar 22, 2025
6 downloadsMar 23, 2025
50 downloadsMar 24, 2025
3 downloadsMar 25, 2025
3 downloadsMar 26, 2025
4 downloadsMar 27, 2025
45 downloadsMar 28, 2025
1 downloadsMar 29, 2025
3 downloadsMar 30, 2025
2 downloadsMar 31, 2025
48 downloadsApr 1, 2025
9 downloadsApr 2, 2025
1 downloadsApr 3, 2025
2 downloadsApr 4, 2025
45 downloadsApr 5, 2025
3 downloadsApr 6, 2025
3 downloadsApr 7, 2025
2 downloadsApr 8, 2025
44 downloadsApr 9, 2025
3 downloadsApr 10, 2025
0 downloadsApr 11, 2025
0 downloadsApr 12, 2025
1
50

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 2,624 times in the last 365 days. Now we’re talking! This work is officially 'heard of in academic circles', just like those wild research papers on synthetic bananas. The day with the most downloads was Nov 02, 2024 with 50 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


Binaries


Dependencies

  • Imports3 packages
  • Suggests12 packages
  • Linking To2 packages