BKTR

Bayesian Kernelized Tensor Regression

CRAN Package

Facilitates scalable spatiotemporally varying coefficient modelling with Bayesian kernelized tensor regression. The important features of this package are: (a) Enabling local temporal and spatial modeling of the relationship between the response variable and covariates. (b) Implementing the model described by Lei et al. (2023) doi:10.48550/arXiv.2109.00046. (c) Using a Bayesian Markov Chain Monte Carlo (MCMC) algorithm to sample from the posterior distribution of the model parameters. (d) Employing a tensor decomposition to reduce the number of estimated parameters. (e) Accelerating tensor operations and enabling graphics processing unit (GPU) acceleration with the 'torch' package.


Documentation


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Insights

Last 30 days

This package has been downloaded 619 times in the last 30 days. This could be a paper that people cite without reading. Reaching the medium popularity echelon is no small feat! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 12 times.

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0 downloadsMar 2, 2025
0 downloadsMar 3, 2025
59 downloadsMar 4, 2025
10 downloadsMar 5, 2025
6 downloadsMar 6, 2025
11 downloadsMar 7, 2025
53 downloadsMar 8, 2025
5 downloadsMar 9, 2025
10 downloadsMar 10, 2025
11 downloadsMar 11, 2025
12 downloadsMar 12, 2025
58 downloadsMar 13, 2025
9 downloadsMar 14, 2025
10 downloadsMar 15, 2025
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35 downloadsMar 18, 2025
6 downloadsMar 19, 2025
17 downloadsMar 20, 2025
14 downloadsMar 21, 2025
6 downloadsMar 22, 2025
8 downloadsMar 23, 2025
62 downloadsMar 24, 2025
9 downloadsMar 25, 2025
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9 downloadsMar 27, 2025
60 downloadsMar 28, 2025
4 downloadsMar 29, 2025
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5 downloadsMar 31, 2025
64 downloadsApr 1, 2025
12 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 8,663 times in the last 365 days. That's a lot of interest! Someone might even write a blog post about it. The day with the most downloads was Aug 21, 2024 with 72 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


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Dependencies

  • Imports6 packages
  • Suggests3 packages