Concepedia

Neural Topic Models

Neural Topic Models is a class of probabilistic topic modeling frameworks that leverages deep neural networks to learn latent thematic structures from text corpora, distinguishing itself from classical topic models by replacing explicit generative assumptions with flexible neural architectures for inference.

350

Publications

17.6K

Citations

1.2K

Authors

388

Institutions

Publications per year

2017–2026

262

Parents

Publications

350

BERTopic: Neural topic modeling with a class-based TF-IDF procedure

Maarten Grootendorst · arXiv (Cornell University) · 2022 · 1.3K citations · Full text

, , +12

Context dependent recurrent neural network language model

Tomáš Mikolov, Geoffrey Zweig · 2012 · 578 citations

, , +15

Dirichlet-Derived Multiple Topic Scene Classification Model for High Spatial Resolution Remote Sensing Imagery

Bei Zhao, Yanfei Zhong, Gui-Song Xia et al. · IEEE Transactions on Geoscience and Remote Sensing · 2015 · 352 citations

, , +16

Continuous Time Dynamic Topic Models

Chong Wang, David M. Blei, David Heckerman · arXiv (Cornell University) · 2012 · 325 citations · Full text

, , +14

Short Text Topic Modeling Techniques, Applications, and Performance: A Survey

Jipeng Qiang, Zhenyu Qian, Yun Li et al. · IEEE Transactions on Knowledge and Data Engineering · 2020 · 305 citations

, , +13

1–5 of 350

Authors

1.2K

  1. YH
    Yulan He

    Aston University, United Kingdom

    8 publications · 352 citations

    8

    h-index

  2. QX
    Qianqian Xie

    University of Manchester, United Kingdom

    7 publications · 251 citations

    7

    h-index

  3. YR
    Yanghui Rao

    Sun Yat-sen University, China

    6 publications · 114 citations

    6

    h-index

  4. MP
    Min Peng

    Wuhan University, China

    5 publications · 190 citations

    5

    h-index

  5. DZ
    Deyu Zhou

    Southeast University, China

    5 publications · 238 citations

    5

    h-index

1–5 of 1.2K

Institutions

388

  1. Wuhan University

    Wuhan, China

    15 h-index

    45 publications

    2.8K citations

  2. Chinese Academy of Sciences

    Beijing, China

    14 h-index

    33 publications

    1.3K citations

  3. Tsinghua University

    Beijing, China

    10 h-index

    23 publications

    641 citations

  4. Harbin Institute of Technology

    Harbin, China

    9 h-index

    24 publications

    1.1K citations

  5. University of Warwick

    Coventry, United Kingdom

    8 h-index

    19 publications

    1.2K citations

  6. Chinese University of Hong Kong

    Hong Kong, Hong Kong

    8 h-index

    22 publications

    1.8K citations

  7. Sun Yat-sen University

    Guangzhou, China

    8 h-index

    25 publications

    557 citations

  8. Baidu (China)

    Beijing, China

    7 h-index

    18 publications

    492 citations

1–8 of 388

Venues

  1. arXiv (Cornell University)

    Repository · 31 publications · 2.8K citations

    18

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 12 publications · 562 citations

    12

    h-index

  3. Information Processing & Management

    11 publications · 461 citations

    11

    h-index

  4. Neurocomputing

    10 publications · 325 citations

    10

    h-index

  5. IEEE Access

    9 publications · 223 citations

    9

    h-index

1–5