Concepedia

Machine Learning-based Term Extraction

Machine Learning-Based Term Extraction is a computational approach to identifying domain-specific terminology from textual data by leveraging machine learning algorithms that learn termhood patterns from annotated or unannotated corpora, thereby distinguishing it from rule-based or statistical methods through its reliance on trained models for feature representation and classification.

273

Publications

13.3K

Citations

752

Authors

311

Institutions

Publications per year

2017–2026

75

Parents

Publications

273

Improved automatic keyword extraction given more linguistic knowledge

Anette Hulth · 2003 · 966 citations · Full text

, , +16

Technical terminology: some linguistic properties and an algorithm for identification in text

John S. Justeson, Slava M. Katz · Natural Language Engineering · 1995 · 817 citations

, , +17

Pharmacovigilance from social media: mining adverse drug reaction mentions using sequence labeling with word embedding cluster features

Azadeh Nikfarjam, Abeed Sarker, Karen O’Connor et al. · Journal of the American Medical Informatics Association · 2015 · 563 citations · Full text

, , +17

Machine Learning for Information Extraction in Informal Domains

Dayne Freitag · Machine Learning · 2000 · 355 citations · Full text

, , +14

Ontology learning and its application to automated terminology translation

Roberto Navigli, Paola Velardi, Aldo Gangemi · IEEE Intelligent Systems · 2003 · 338 citations

, , +16

1–5 of 273

Authors

752

  1. RN
    Roberto Navigli

    Sapienza University of Rome, Italy

    8 publications · 880 citations

    8

    h-index

  2. SF
    Stefano Faralli

    Sapienza University of Rome, Italy

    6 publications · 519 citations

    6

    h-index

  3. EL
    Els Lefever

    Ghent University, Belgium

    5 publications · 161 citations

    5

    h-index

  4. SA
    Sophia Ananiadou

    University of Manchester, United Kingdom

    5 publications · 372 citations

    5

    h-index

  5. VH
    Véronique Hoste

    Ghent University, Belgium

    4 publications · 120 citations

    4

    h-index

1–5 of 752

Institutions

311

  1. Sapienza University of Rome

    Rome, Italy

    10 h-index

    21 publications

    2.3K citations

  2. University of Manchester

    Manchester, United Kingdom

    6 h-index

    9 publications

    396 citations

  3. University of Sheffield

    Sheffield, United Kingdom

    6 h-index

    12 publications

    971 citations

  4. The University of Tokyo

    Tokyo, Japan

    6 h-index

    10 publications

    1.1K citations

  5. Ghent University

    Ghent, Belgium

    5 h-index

    14 publications

    541 citations

  6. University of Utah

    Salt Lake City, United States

    5 h-index

    11 publications

    497 citations

  7. Microsoft (United States)

    Redmond, United States

    4 h-index

    7 publications

    163 citations

  8. Stanford University

    Stanford, United States

    4 h-index

    14 publications

    675 citations

1–8 of 311

Venues

  1. arXiv (Cornell University)

    Repository · 12 publications · 305 citations

    11

    h-index

  2. BMC Bioinformatics

    9 publications · 292 citations

    9

    h-index

  3. 6

    h-index

  4. Journal of the American Medical Informatics Association

    JAMIA · 6 publications · 1.2K citations

    6

    h-index

  5. PubMed

    Repository · 4 publications · 180 citations

    4

    h-index

1–5