Concepedia

Sparse Topic Models

Sparse Topic Models is a type of probabilistic topic model that constrains the distribution of topics over words or documents to be sparse, thereby enhancing interpretability by emphasizing a few dominant topics or words while suppressing negligible associations.

147

Publications

10.3K

Citations

419

Authors

177

Institutions

Publications per year

2017–2026

62

Parents

Publications

147

A biterm topic model for short texts

Xiaohui Yan, Jiafeng Guo, Yanyan Lan et al. · 2013 · 1.1K citations

, , +14

Pachinko allocation

Wei Li, Andrew McCallum · 2006 · 619 citations

, , +12

BTM: Topic Modeling over Short Texts

Xueqi Cheng, Xiaohui Yan, Yanyan Lan et al. · IEEE Transactions on Knowledge and Data Engineering · 2014 · 555 citations

, , +11

On Smoothing and Inference for Topic Models

Arthur Asuncion, Max Welling, Padhraic Smyth et al. · arXiv (Cornell University) · 2012 · 452 citations · Full text

, , +13

Efficient methods for topic model inference on streaming document collections

Limin Yao, David Mimno, Andrew McCallum · 2009 · 425 citations · Full text

, , +13

1–5 of 147

Authors

419

  1. DM
    David M. Blei

    Princeton University, United States

    6 publications · 640 citations

    6

    h-index

  2. KV
    Konstantin Vorontsov

    Moscow Institute of Physics and Technology, Russia

    5 publications · 232 citations

    5

    h-index

  3. XC
    Xueqi Cheng

    Chinese Academy of Sciences, China

    5 publications · 1.9K citations

    5

    h-index

  4. JG
    Jiafeng Guo

    Chinese Academy of Sciences, China

    5 publications · 1.9K citations

    5

    h-index

  5. EP
    Eric P. Xing

    Carnegie Mellon University, United States

    5 publications · 583 citations

    5

    h-index

1–5 of 419

Institutions

177

  1. Carnegie Mellon University

    Pittsburgh, United States

    10 h-index

    25 publications

    2.3K citations

  2. Chinese Academy of Sciences

    Beijing, China

    9 h-index

    33 publications

    7.5K citations

  3. Wuhan University

    Wuhan, China

    7 h-index

    24 publications

    2.4K citations

  4. Moscow Institute of Physics and Technology

    Dolgoprudnyy, Russia

    5 h-index

    7 publications

    281 citations

  5. Institute of Computing Technology

    Beijing, China

    5 h-index

    22 publications

    7.6K citations

  6. Princeton University

    Princeton, United States

    5 h-index

    9 publications

    1.2K citations

  7. University of Massachusetts Amherst

    Amherst Center, United States

    5 h-index

    10 publications

    1.8K citations

  8. Columbia University

    New York, United States

    4 h-index

    4 publications

    219 citations

1–8 of 177

Venues

  1. arXiv (Cornell University)

    Repository · 11 publications · 907 citations

    11

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 5 publications · 221 citations

    5

    h-index

  3. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 5 publications · 951 citations

    5

    h-index

  4. 4

    h-index

  5. 2

    h-index

1–5