Additive regularization for topic models of text collections

被引：35
|
作者：
Vorontsov, K. V. [1 ,2 ,3 ]
机构：
[1] Russian Acad Sci, Dorodnicyn Comp Ctr, Moscow 119333, Russia
[2] Natl Res Univ Higher Sch Econ, Moscow 101000, Russia
[3] State Univ, Moscow Inst Phys & Technol, Dolgoprudnyi 141700, Russia
来源：
DOKLADY MATHEMATICS | 2014年 / 89卷 / 03期
基金：
俄罗斯基础研究基金会;
关键词：
Latent Dirichlet Allocation; Discrete Distribution; Semi Supervise Learning; Dirichlet Distribution; Probabilistic Latent Semantic Analysis;
D O I：
10.1134/S1064562414020185
中图分类号：
O1 [数学];
学科分类号：
0701 ; 070101 ;
摘要：
[No abstract available]
引用
收藏
页码：301 / 304
页数：4
相关论文
共 50 条
  • [1] Additive regularization for topic models of text collections
    K. V. Vorontsov
    [J]. Doklady Mathematics, 2014, 89 : 301 - 304
  • [2] Additive regularization of topic models
    Vorontsov, Konstantin
    Potapenko, Anna
    [J]. MACHINE LEARNING, 2015, 101 (1-3) : 303 - 323
  • [3] Additive regularization of topic models
    Konstantin Vorontsov
    Anna Potapenko
    [J]. Machine Learning, 2015, 101 : 303 - 323
  • [4] Topic Balancing with Additive Regularization of Topic Models
    Eugeniia, Veselova
    Konstantin, Vorontsov
    [J]. 58TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2020): STUDENT RESEARCH WORKSHOP, 2020, : 59 - 65
  • [5] Additive Regularization of Topic Models for Topic Selection and Sparse Factorization
    Vorontsov, Konstantin
    Potapenko, Anna
    Plavin, Alexander
    [J]. STATISTICAL LEARNING AND DATA SCIENCES, 2015, 9047 : 193 - 202
  • [6] Convergence of the Algorithm of Additive Regularization of Topic Models
    Irkhin, I. A.
    Vorontsov, K. V.
    [J]. PROCEEDINGS OF THE STEKLOV INSTITUTE OF MATHEMATICS, 2021, 315 (SUPPL 1) : S128 - S139
  • [7] CONVERGENCE OF THE ALGORITHM OF ADDITIVE REGULARIZATION OF TOPIC MODELS
    Irkhin, I. A.
    Vorontsov, K. V.
    [J]. TRUDY INSTITUTA MATEMATIKI I MEKHANIKI URO RAN, 2020, 26 (03): : 56 - +
  • [8] Convergence of the Algorithm of Additive Regularization of Topic Models
    I. A. Irkhin
    K. V. Vorontsov
    [J]. Proceedings of the Steklov Institute of Mathematics, 2021, 315 : S128 - S139
  • [9] TopicView: Visually Comparing Topic Models of Text Collections
    Crossno, Patricia J.
    Wilson, Andrew T.
    Shead, Timothy M.
    Dunlavy, Daniel M.
    [J]. 2011 23RD IEEE INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE (ICTAI 2011), 2011, : 936 - 943
  • [10] Entity Ranking from Annotated Text Collections Using Multitype Topic Models
    Shiozaki, Hitohiro
    Eguchi, Koji
    [J]. FOCUSED ACCESS TO XML DOCUMENTS, 2008, 4862 : 279 - +
12345