Concepedia

Author-topic Models

Author-Topic Models is a probabilistic topic model that extends the Latent Dirichlet Allocation framework by incorporating authorship information to model the association between authors and topics in document collections.

267

Publications

24.8K

Citations

746

Authors

296

Institutions

Publications per year

2017–2026

96

Variants

Author-topic Model

Parents

Publications

267

Finding scientific topics

Thomas L. Griffiths, Mark Steyvers · Proceedings of the National Academy of Sciences · 2004 · 6K citations · Full text

, , +16

ArnetMiner

Jie Tang, Jing Zhang, Limin Yao et al. · 2008 · 2.1K citations

, , +14

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 Latent Variable Model for Geographic Lexical Variation

Jacob Eisenstein, Brendan O’Connor, Noah A. Smith et al. · Figshare · 2018 · 607 citations · Full text

, , +17

Probabilistic author-topic models for information discovery

Mark Steyvers, Padhraic Smyth, Michal Rosen‐Zvi et al. · 2004 · 583 citations

, , +14

1–5 of 267

Authors

746

  1. CL
    C. Lee Giles

    Pennsylvania State University, United States

    7 publications · 511 citations

    7

    h-index

  2. MS
    Mark Steyvers

    University of California, Irvine, United States

    7 publications · 8.4K citations

    7

    h-index

  3. DA
    Daniel A. McFarland

    Stanford University, United States

    5 publications · 264 citations

    5

    h-index

  4. AM
    Andrew McCallum

    University of Massachusetts Amherst, United States

    4 publications · 718 citations

    4

    h-index

  5. PM
    Prasenjit Mitra

    Pennsylvania State University, United States

    4 publications · 251 citations

    4

    h-index

1–5 of 746

Institutions

296

  1. Stanford University

    Stanford, United States

    12 h-index

    31 publications

    15.6K citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    11 h-index

    25 publications

    4.6K citations

  3. University of California, Irvine

    Irvine, United States

    8 h-index

    23 publications

    18K citations

  4. Tsinghua University

    Beijing, China

    7 h-index

    18 publications

    9.3K citations

  5. Pennsylvania State University

    State College, United States

    7 h-index

    28 publications

    2.2K citations

  6. University of Illinois Urbana-Champaign

    Urbana, United States

    7 h-index

    19 publications

    2.4K citations

  7. Chinese Academy of Sciences

    Beijing, China

    5 h-index

    10 publications

    386 citations

  8. Johns Hopkins University

    Baltimore, United States

    5 h-index

    11 publications

    261 citations

1–8 of 296

Venues

  1. arXiv (Cornell University)

    Repository · 8 publications · 254 citations

    8

    h-index

  2. Neurocomputing

    8 publications · 137 citations

    8

    h-index

  3. Information Sciences

    6 publications · 198 citations

    6

    h-index

  4. Expert Systems with Applications

    6 publications · 217 citations

    6

    h-index

  5. Information Processing & Management

    6 publications · 492 citations

    6

    h-index

1–5