Concepedia

Semi-supervised Topic Modeling

Semi-Supervised Topic Modeling is a topic modeling approach that incorporates partial human guidance or labeled data during the discovery of latent topics to improve interpretability or accuracy, distinguishing it from fully unsupervised and supervised variants by leveraging both labeled and unlabeled documents.

63

Publications

3.6K

Citations

220

Authors

96

Institutions

Publications per year

2017–2026

25

Parents

Publications

63

Aspect Extraction through Semi-Supervised Modeling

Arjun Mukherjee, Bing Liu · 2012 · 345 citations

, , +15

Topic modelling for qualitative studies

Sergey Nikolenko, Sergei Koltcov, Olessia Koltsova · Journal of Information Science · 2015 · 329 citations

, , +9

Weakly Supervised Joint Sentiment-Topic Detection from Text

Chenghua Lin, Yulan He, Richard Everson et al. · IEEE Transactions on Knowledge and Data Engineering · 2011 · 314 citations

, , +15

UTOPIAN: User-Driven Topic Modeling Based on Interactive Nonnegative Matrix Factorization

Jaegul Choo, Changhyun Lee, Chandan K. Reddy et al. · IEEE Transactions on Visualization and Computer Graphics · 2013 · 277 citations

, , +8

Beyond LDA: Exploring Supervised Topic Modeling for Depression-Related Language in Twitter

Philip Resnik, William W. Armstrong, Leonardo Claudino et al. · 2015 · 238 citations · Full text

, , +16

1–5 of 63

Authors

220

  1. TC
    Tat‐Seng Chua

    National University of Singapore, Singapore

    3 publications · 142 citations

    3

    h-index

  2. JB
    Jordan Boyd‐Graber

    University of Maryland, College Park, United States

    2 publications · 259 citations

    2

    h-index

  3. JC
    Jaegul Choo

    Korea Advanced Institute of Science and Technology, South Korea

    2 publications · 353 citations

    2

    h-index

  4. TN
    Thang Nguyen

    University of Maryland, College Park, United States

    2 publications · 259 citations

    2

    h-index

  5. WZ
    Weigang Zhang

    University of Chinese Academy of Sciences, China

    2 publications · 34 citations

    2

    h-index

1–5 of 220

Institutions

96

  1. Harvard University Press

    Cambridge, United States

    3 h-index

    7 publications

    157 citations

  2. National University of Singapore

    Singapore, Singapore

    3 h-index

    9 publications

    440 citations

  3. Chinese Academy of Sciences

    Beijing, China

    3 h-index

    8 publications

    249 citations

  4. Indian Institute of Technology Madras

    Chennai, India

    2 h-index

    4 publications

    319 citations

  5. Southeast University

    Nanjing, China

    2 h-index

    3 publications

    82 citations

  6. University of Maryland, College Park

    College Park, United States

    2 h-index

    3 publications

    173 citations

  7. Beijing University of Technology

    Beijing, China

    2 h-index

    2 publications

    34 citations

  8. Zhejiang University

    Hangzhou, China

    2 h-index

    10 publications

    105 citations

1–8 of 96

Venues

  1. IEEE Access

    2 publications · 73 citations

    2

    h-index

  2. IEEE Transactions on Visualization and Computer Graphics

    TVCG · 2 publications · 353 citations

    2

    h-index

  3. Expert Systems with Applications

    2 publications · 120 citations

    2

    h-index

  4. 2

    h-index

  5. Information and Software Technology

    1 publications · 68 citations

    1

    h-index

1–5