Concepedia

Embedded Topic Models

Embedded Topic Models is a probabilistic topic modeling framework that integrates pre-trained word embeddings into the generative process of topics, distinguishing itself from traditional topic models by leveraging semantic information from continuous vector representations to guide topic inference.

43

Publications

1.6K

Citations

148

Authors

66

Institutions

Publications per year

2017–2026

31

Variants

Etm

Parents

Publications

43

A Topic Model for Word Sense Disambiguation

Jordan Boyd‐Graber, David M. Blei, Xiaojin Zhu · Empirical Methods in Natural Language Processing · 2007 · 224 citations

, , +16

A topic-enhanced word embedding for Twitter sentiment classification

Yafeng Ren, Ruimin Wang, Donghong Ji · Information Sciences · 2016 · 130 citations

, , +13

Learning interpretable cellular and gene signature embeddings from single-cell transcriptomic data

Yifan Zhao, Huiyu Cai, Zuobai Zhang et al. · Nature Communications · 2021 · 94 citations · Full text

, , +16

Probabilistic latent semantic visualization

Tomoharu Iwata, Takeshi Yamada, Naonori Ueda · 2008 · 84 citations

, , +9

Topic2Vec: Learning distributed representations of topics

Liqiang Niu, Xinyu Dai, Jianbing Zhang et al. · 2015 · 63 citations

, , +15

1–5 of 43

Authors

148

  1. YL
    Yue Li

    McGill University, Canada

    4 publications · 154 citations

    4

    h-index

  2. DM
    David M. Blei

    Princeton University, United States

    3 publications · 268 citations

    3

    h-index

  3. XD
    Xinyu Dai

    Nanjing University, China

    2 publications · 92 citations

    2

    h-index

  4. LN
    Liqiang Niu

    Nanjing University of Science and Technology, China

    2 publications · 92 citations

    2

    h-index

  5. AG
    Amulya Gupta

    Iowa State University, United States

    2 publications · 30 citations

    2

    h-index

1–5 of 148

Institutions

66

  1. McGill University

    Montreal, Canada

    4 h-index

    20 publications

    564 citations

  2. Tencent (China)

    Shenzhen, China

    3 h-index

    3 publications

    138 citations

  3. National Center for Advancing Translational Sciences

    Rockville, United States

    2 h-index

    6 publications

    132 citations

  4. University of California, Los Angeles

    Los Angeles, United States

    2 h-index

    5 publications

    271 citations

  5. University of Southern California

    Los Angeles, United States

    2 h-index

    3 publications

    85 citations

  6. University of Cambridge

    Cambridge, United Kingdom

    2 h-index

    4 publications

    210 citations

  7. Beijing Institute of Technology

    Beijing, China

    2 h-index

    7 publications

    190 citations

  8. Tsinghua University

    Beijing, China

    2 h-index

    2 publications

    47 citations

1–8 of 66

Venues

  1. arXiv (Cornell University)

    Repository · 5 publications · 170 citations

    4

    h-index

  2. Scientometrics

    2 publications · 44 citations

    2

    h-index

  3. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 2 publications · 71 citations

    2

    h-index

  4. Cluster Computing

    1 publications · 25 citations

    1

    h-index

  5. Production and Operations Management

    POMS · 1 publications · 19 citations

    1

    h-index

1–5