higrad

Statistical Inference for Online Learning and Stochastic Approximation via HiGrad

CRAN Package

Implements the Hierarchical Incremental GRAdient Descent (HiGrad) algorithm, a first-order algorithm for finding the minimizer of a function in online learning just like stochastic gradient descent (SGD). In addition, this method attaches a confidence interval to assess the uncertainty of its predictions. See Su and Zhu (2018) doi:10.48550/arXiv.1802.04876 for details.

  • Version0.1.0
  • R versionunknown
  • LicenseGPL-3
  • Needs compilation?No
  • Last release03/14/2018

Documentation


Team


Insights

Last 30 days

This package has been downloaded 134 times in the last 30 days. More than a random curiosity, but not quite a blockbuster. Still, it's gaining traction! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 7 times.

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

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 1,572 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 Sep 11, 2024 with 23 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

  • Imports1 package