Concepedia

Probabilistic Document Representation

Probabilistic Document Representation is a document-level modeling approach within natural language processing that represents documents as probability distributions over latent topics or linguistic units, distinguishing it from deterministic or discrete representations by explicitly encoding uncertainty and term co-occurrence patterns.

104

Publications

8.1K

Citations

263

Authors

130

Institutions

Publications per year

2017–2026

18

Parents

Publications

104

Unsupervised Learning by Probabilistic Latent Semantic Analysis

Thomas Hofmann · Machine Learning · 2001 · 2.5K citations · Full text

, , +11

Expectation-propagation for the generative aspect model

Thomas P. Minka, John Lafferty · 2002 · 442 citations

, , +13

A probabilistic relational algebra for the integration of information retrieval and database systems

Norbert Fuhr, Thomas Rölleke · ACM Transactions on Information Systems · 1997 · 406 citations · Full text

, , +16

Learning author-topic models from text corpora

Michal Rosen‐Zvi, Chaitanya Chemudugunta, Thomas Griffiths et al. · ACM Transactions on Information Systems · 2010 · 304 citations

, , +15

Investigating task performance of probabilistic topic models: an empirical study of PLSA and LDA

Yue Lu, Qiaozhu Mei, ChengXiang Zhai · Information Retrieval · 2010 · 260 citations · Full text

, , +13

1–5 of 104

Authors

263

  1. YS
    Yehoshua Sagiv

    Hebrew University of Jerusalem, Israel

    4 publications · 213 citations

    4

    h-index

  2. BK
    Benny Kimelfeld

    Technion – Israel Institute of Technology, Israel

    4 publications · 213 citations

    4

    h-index

  3. PS
    Pierre Senellart

    Télécom Paris, France

    4 publications · 141 citations

    4

    h-index

  4. NF
    Norbert Fuhr

    University of Duisburg-Essen, Germany

    3 publications · 497 citations

    3

    h-index

  5. CZ
    ChengXiang Zhai

    University of Illinois Urbana-Champaign, United States

    2 publications · 276 citations

    2

    h-index

1–5 of 263

Institutions

130

  1. Chinese Academy of Sciences

    Beijing, China

    4 h-index

    13 publications

    274 citations

  2. University of Illinois Urbana-Champaign

    Urbana, United States

    4 h-index

    11 publications

    1.2K citations

  3. Laboratoire Traitement et Communication de l’Information

    Palaiseau, France

    4 h-index

    5 publications

    160 citations

  4. Hebrew University of Jerusalem

    Jerusalem, Israel

    4 h-index

    9 publications

    464 citations

  5. Télécom Paris

    Palaiseau, France

    4 h-index

    6 publications

    172 citations

  6. Centre National de la Recherche Scientifique

    Paris, France

    4 h-index

    5 publications

    160 citations

  7. Institut Mines-Télécom

    Palaiseau, France

    4 h-index

    5 publications

    160 citations

  8. University of California, Berkeley

    Berkeley, United States

    3 h-index

    3 publications

    519 citations

1–8 of 130

Venues

  1. 3

    h-index

  2. Information Retrieval

    3 publications · 288 citations

    3

    h-index

  3. The VLDB Journal

    2 publications · 102 citations

    2

    h-index

  4. Proceedings of the VLDB Endowment

    PVLDB · 2 publications · 48 citations

    2

    h-index

  5. Machine Learning

    2 publications · 2.7K citations

    2

    h-index

1–5