Concepedia

Statistical Text Segmentation

Statistical Text Segmentation is a computational method for partitioning raw text into coherent segments or topics based on probabilistic models that identify distributional patterns of words, distinguishing it from rule-based or lexical cohesion approaches by its reliance on statistical inference over linguistic heuristics.

104

Publications

6.7K

Citations

261

Authors

93

Institutions

Publications per year

2017–2026

5

Parents

Publications

104

Statistical Models for Text Segmentation

Doug Beeferman, Adam Berger, John Lafferty · Machine Learning · 1999 · 687 citations · Full text

, , +13

A Joint Model of Text and Aspect Ratings for Sentiment Summarization

Ivan Titov, Ryan McDonald · 2008 · 639 citations

, , +16

Using Multiple Segmentations to Discover Objects and their Extent in Image Collections

Bryan Russell, William T. Freeman, Alexei A. Efros et al. · 2006 · 636 citations · Full text

, , +16

The Second International Chinese Word Segmentation Bakeoff.

Thomas E. Emerson · 2005 · 308 citations

, , +10

A statistical model for domain-independent text segmentation

Masao Utiyama, Hitoshi Isahara · 2001 · 283 citations · Full text

, , +8

1–5 of 104

Authors

261

  1. MC
    Michael C. Frank

    Stanford University, United States

    4 publications · 206 citations

    4

    h-index

  2. SG
    Sharon Goldwater

    University of Edinburgh, United Kingdom

    4 publications · 206 citations

    4

    h-index

  3. DB
    Doug Beeferman

    Carnegie Mellon University, United States

    3 publications · 790 citations

    3

    h-index

  4. ES
    Eiichiro Sumita

    National Institute of Information and Communications Technology, Japan

    3 publications · 71 citations

    3

    h-index

  5. JB
    Joshua B. Tenenbaum

    Massachusetts Institute of Technology, United States

    3 publications · 194 citations

    3

    h-index

1–5 of 261

Institutions

93

  1. Carnegie Mellon University

    Pittsburgh, United States

    5 h-index

    10 publications

    3.1K citations

  2. Stanford University

    Stanford, United States

    4 h-index

    4 publications

    241 citations

  3. Microsoft (United States)

    Redmond, United States

    4 h-index

    6 publications

    415 citations

  4. University of Edinburgh

    Edinburgh, United Kingdom

    4 h-index

    5 publications

    233 citations

  5. Massachusetts Institute of Technology

    Cambridge, United States

    4 h-index

    5 publications

    1.5K citations

  6. City University of Hong Kong

    Hong Kong, Hong Kong

    3 h-index

    3 publications

    155 citations

  7. Seattle University

    Seattle, United States

    3 h-index

    5 publications

    149 citations

  8. University of California, Berkeley

    Berkeley, United States

    3 h-index

    4 publications

    457 citations

1–8 of 93

Venues

  1. Zhongwen xinxi xuebao

    4 publications · 73 citations

    4

    h-index

  2. Cognition

    4 publications · 403 citations

    4

    h-index

  3. Computational Linguistics

    2 publications · 138 citations

    2

    h-index

  4. 2

    h-index

  5. Machine Learning

    1 publications · 687 citations

    1

    h-index

1–5