Concepedia

Mixture Models For Text

Mixture Models for Text is a probabilistic modeling framework that represents text collections as a combination of multiple latent topic distributions, where each document is generated from a mixture of underlying generative components specific to textual data.

206

Publications

22.6K

Citations

506

Authors

204

Institutions

Publications per year

2017–2026

33

Parents

Publications

206

Probabilistic Latent Semantic Analysis

Thomas Hofmann · arXiv (Cornell University) · 2013 · 2.1K citations · Full text

, , +11

The author-topic model for authors and documents

Michal Rosen‐Zvi, Thomas Griffiths, Mark Steyvers et al. · Uncertainty in Artificial Intelligence · 2004 · 1.3K citations

, , +11

A correlated topic model of Science

David M. Blei, John Lafferty · Research Showcase @ Carnegie Mellon University (Carnegie Mellon University) · 2018 · 1.1K citations · Full text

, , +12

Topics over time

Xuerui Wang, Andrew McCallum · 2006 · 1.1K citations

, , +13

A correlated topic model of Science

The Annals of Applied Statistics · 2007 · 944 citations · Full text

, , +12

1–5 of 206

Authors

506

  1. MO
    Mari Ostendorf

    University of Washington, United States

    6 publications · 492 citations

    6

    h-index

  2. DM
    David M. Blei

    Princeton University, United States

    5 publications · 2.7K citations

    5

    h-index

  3. AB
    Arindam Banerjee

    University of Minnesota, United States

    5 publications · 400 citations

    5

    h-index

  4. CZ
    ChengXiang Zhai

    University of Illinois Urbana-Champaign, United States

    4 publications · 1.2K citations

    4

    h-index

  5. DH
    Daniel Hsu

    Columbia University, United States

    4 publications · 426 citations

    4

    h-index

1–5 of 506

Institutions

204

  1. University of Illinois Urbana-Champaign

    Urbana, United States

    9 h-index

    26 publications

    6K citations

  2. University of Massachusetts Amherst

    Amherst Center, United States

    8 h-index

    17 publications

    3.9K citations

  3. Princeton University

    Princeton, United States

    6 h-index

    8 publications

    4.3K citations

  4. Yahoo (United States)

    Sunnyvale, United States

    6 h-index

    16 publications

    681 citations

  5. Massachusetts Institute of Technology

    Cambridge, United States

    5 h-index

    7 publications

    470 citations

  6. Tsinghua University

    Beijing, China

    5 h-index

    10 publications

    1.7K citations

  7. Stanford University

    Stanford, United States

    5 h-index

    8 publications

    2.1K citations

  8. Microsoft (United States)

    Redmond, United States

    5 h-index

    9 publications

    327 citations

1–8 of 204

Venues

  1. arXiv (Cornell University)

    Repository · 12 publications · 2.9K citations

    11

    h-index

  2. Information Processing & Management

    4 publications · 270 citations

    4

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 4 publications · 199 citations

    4

    h-index

  4. Neural Information Processing Systems

    Conference · 3 publications · 971 citations

    3

    h-index

  5. Natural Language Engineering

    3 publications · 479 citations

    3

    h-index

1–5