BSPBSS

Bayesian Spatial Blind Source Separation

CRAN Package

Gibbs sampling for Bayesian spatial blind source separation (BSP-BSS). BSP-BSS is designed for spatially dependent signals in high dimensional and large-scale data, such as neuroimaging. The method assumes the expectation of the observed images as a linear mixture of multiple sparse and piece-wise smooth latent source signals, and constructs a Bayesian nonparametric prior by thresholding Gaussian processes. Details can be found in our paper: Wu et al. (2022+) "Bayesian Spatial Blind Source Separation via the Thresholded Gaussian Process" doi:10.1080/01621459.2022.2123336.

  • Version1.0.5
  • R version≥ 3.4.0
  • LicenseGPL (≥ 3)
  • Needs compilation?Yes
  • Last release11/25/2022

Documentation


Team


Insights

Last 30 days

This package has been downloaded 249 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 8 times.

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0 downloadsMar 2, 2025
0 downloadsMar 3, 2025
15 downloadsMar 4, 2025
13 downloadsMar 5, 2025
3 downloadsMar 6, 2025
10 downloadsMar 7, 2025
5 downloadsMar 8, 2025
4 downloadsMar 9, 2025
6 downloadsMar 10, 2025
13 downloadsMar 11, 2025
6 downloadsMar 12, 2025
10 downloadsMar 13, 2025
4 downloadsMar 14, 2025
17 downloadsMar 15, 2025
5 downloadsMar 16, 2025
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8 downloadsMar 18, 2025
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6 downloadsMar 21, 2025
5 downloadsMar 22, 2025
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14 downloadsMar 24, 2025
3 downloadsMar 25, 2025
5 downloadsMar 26, 2025
6 downloadsMar 27, 2025
12 downloadsMar 28, 2025
8 downloadsMar 29, 2025
4 downloadsMar 30, 2025
7 downloadsMar 31, 2025
11 downloadsApr 1, 2025
8 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
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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 3,467 times in the last 365 days. That's enough downloads to impress a room full of undergrads. A commendable achievement indeed. The day with the most downloads was Jul 21, 2024 with 142 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

  • Depends1 package
  • Imports12 packages
  • Suggests2 packages
  • Linking To2 packages