TopicScore

The Topic SCORE Algorithm to Fit Topic Models

CRAN Package

Provides implementation of the "Topic SCORE" algorithm that is proposed by Tracy Ke and Minzhe Wang. The singular value decomposition step is optimized through the usage of svds() function in 'RSpectra' package, on a 'dgRMatrix' sparse matrix. Also provides a column-wise error measure in the word-topic matrix A, and an algorithm for recovering the topic-document matrix W given A and D based on quadratic programming. The details about the techniques are explained in the paper "A new SVD approach to optimal topic estimation" by Tracy Ke and Minzhe Wang (2017) <doi:10.48550/arXiv.1704.07016>.

  • Version0.0.1
  • R version≥ 3.5.0
  • LicenseMIT
  • Needs compilation?No
  • Last release06/06/2019

Team


Insights

Last 30 days

This package has been downloaded 93 times in the last 30 days. Not quite viral, but there's some loyal interest. Consider it a cult classic. The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 2 times.

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0 downloadsFeb 9, 2025
0 downloadsFeb 10, 2025
0 downloadsFeb 11, 2025
0 downloadsFeb 12, 2025
7 downloadsFeb 13, 2025
4 downloadsFeb 14, 2025
0 downloadsFeb 15, 2025
1 downloadsFeb 16, 2025
2 downloadsFeb 17, 2025
1 downloadsFeb 18, 2025
5 downloadsFeb 19, 2025
9 downloadsFeb 20, 2025
2 downloadsFeb 21, 2025
0 downloadsFeb 22, 2025
11 downloadsFeb 23, 2025
4 downloadsFeb 24, 2025
1 downloadsFeb 25, 2025
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3 downloadsFeb 27, 2025
2 downloadsFeb 28, 2025
2 downloadsMar 1, 2025
5 downloadsMar 2, 2025
4 downloadsMar 3, 2025
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2 downloadsMar 6, 2025
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1 downloadsMar 8, 2025
0 downloadsMar 9, 2025
1 downloadsMar 10, 2025
7 downloadsMar 11, 2025
3 downloadsMar 12, 2025
1 downloadsMar 13, 2025
2 downloadsMar 14, 2025
0 downloadsMar 15, 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 1,908 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 211 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

  • Imports5 packages