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TopicScore

The Topic SCORE Algorithm to Fit Topic Models

v0.0.1 · Jun 6, 2019 · MIT + file LICENSE

Description

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) <arXiv:1704.07016>.

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CRAN incoming feasibility

Maintainer: ‘Minzhe Wang <minzhew@uchicago.edu>’

The Description field contains
  (2017) <arXiv:1704.07016>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Minzhe Wang <minzhew@uchicago.edu>’

The Description field contains
  (2017) <arXiv:1704.07016>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
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Check History

NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Minzhe Wang <minzhew@uchicago.edu>’

The Description field contains
  (2017) <arXiv:1704.07016>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Minzhe Wang <minzhew@uchicago.edu>’

The Description field contains
  (2017) <arXiv:1704.07016>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

Dependency Network

Dependencies Reverse dependencies RSpectra combinat quadprog Matrix slam TopicScore

Version History

new 0.0.1 Mar 10, 2026