Concepedia

Machine Learning-based Negation Detection

Machine Learning-Based Negation Detection is a computational methodology within natural language processing that employs machine learning algorithms to automatically identify and classify negation cues and their linguistic scope in textual data, distinguishing itself from rule-based or symbolic approaches by relying on data-driven models trained on annotated corpora.

61

Publications

2.6K

Citations

203

Authors

104

Institutions

Publications per year

2017–2026

33

Parents

Publications

61

A metalearning approach to processing the scope of negation

Roser Morante, Walter Daelemans · 2009 · 153 citations · Full text

, , +12

DEEPEN: A negation detection system for clinical text incorporating dependency relation into NegEx

Saeed Mehrabi, Anand Krishnan, Sunghwan Sohn et al. · Journal of Biomedical Informatics · 2015 · 140 citations · Full text

, , +13

NegBio: a high-performance tool for negation and uncertainty detection in radiology reports

Yifan Peng, Xiaosong Wang, Le Lü et al. · PubMed · 2017 · 130 citations · Full text

, , +16

Negation’s Not Solved: Generalizability Versus Optimizability in Clinical Natural Language Processing

Stephen Wu, Timothy A. Miller, James Masanz et al. · PLoS ONE · 2014 · 122 citations · Full text

, , +14

Learning the scope of hedge cues in biomedical texts

Roser Morante, Walter Daelemans · 2009 · 120 citations · Full text

, , +16

1–5 of 61

Authors

203

  1. BW
    Bonnie Webber

    University of Edinburgh, United Kingdom

    5 publications · 180 citations

    5

    h-index

  2. FF
    Federico Fancellu

    University of Edinburgh, United Kingdom

    5 publications · 180 citations

    5

    h-index

  3. AL
    Adam Lopez

    University of Edinburgh, United Kingdom

    4 publications · 164 citations

    4

    h-index

  4. SF
    Stefan Feuerriegel

    ETH Zurich, Switzerland

    4 publications · 111 citations

    4

    h-index

  5. DN
    Dirk Neumann

    University of Freiburg, Germany

    3 publications · 94 citations

    3

    h-index

1–5 of 203

Institutions

104

  1. University of Edinburgh

    Edinburgh, United Kingdom

    5 h-index

    12 publications

    513 citations

  2. University of Freiburg

    Freiburg im Breisgau, Germany

    4 h-index

    7 publications

    233 citations

  3. Peking University

    Beijing, China

    3 h-index

    3 publications

    66 citations

  4. Universidad de Huelva

    Huelva, Spain

    3 h-index

    6 publications

    364 citations

  5. University of Antwerp

    Antwerp, Belgium

    3 h-index

    7 publications

    870 citations

  6. Stockholm University

    Stockholm, Sweden

    2 h-index

    8 publications

    126 citations

  7. National Institutes of Health

    Bethesda, United States

    2 h-index

    4 publications

    484 citations

  8. Harbin Institute of Technology

    Harbin, China

    2 h-index

    9 publications

    154 citations

1–8 of 104

Venues

  1. PubMed

    Repository · 6 publications · 273 citations

    6

    h-index

  2. arXiv (Cornell University)

    Repository · 3 publications · 179 citations

    3

    h-index

  3. Natural Language Engineering

    3 publications · 88 citations

    3

    h-index

  4. BMC Bioinformatics

    2 publications · 73 citations

    2

    h-index

  5. Applied Sciences

    2 publications · 28 citations

    2

    h-index

1–5