Concepedia

Semi-supervised Information Extraction

Semi-Supervised Information Extraction is an information extraction paradigm that leverages a small amount of labeled data in conjunction with a large volume of unlabeled data to learn extraction models, distinguishing itself from fully supervised and unsupervised approaches by balancing human-labeled examples with automated generalization over unlabeled instances.

87

Publications

4K

Citations

283

Authors

115

Institutions

Publications per year

2017–2026

29

Parents

Publications

87

Coupled semi-supervised learning for information extraction

J. Andrew Carlson, Justin Betteridge, Richard C. Wang et al. · 2010 · 425 citations

, , +15

Machine Learning for Information Extraction in Informal Domains

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

, , +14

Text mining for product attribute extraction

Rayid Ghani, Katharina Probst, Yan Liu et al. · ACM SIGKDD Explorations Newsletter · 2006 · 241 citations

, , +17

Semi-supervised learning for big social data analysis

Amir Hussain, Erik Cambria · Neurocomputing · 2017 · 206 citations · Full text

, , +13

Guiding Semi-Supervision with Constraint-Driven Learning

Ming‐Wei Chang, Lev Ratinov, Dan Roth · 2007 · 195 citations

, , +14

1–5 of 87

Authors

283

  1. TM
    Tom M. Mitchell

    Carnegie Mellon University, United States

    5 publications · 685 citations

    5

    h-index

  2. JA
    J. Andrew Carlson

    Albany Medical Center Hospital, United States

    4 publications · 548 citations

    4

    h-index

  3. JB
    Justin Betteridge

    Carnegie Mellon University, United States

    3 publications · 534 citations

    3

    h-index

  4. EH
    Estevam Hruschka

    Universidade Federal de São Carlos, Brazil

    3 publications · 534 citations

    3

    h-index

  5. RG
    Ralph Grishman

    New York University, United States

    3 publications · 150 citations

    3

    h-index

1–5 of 283

Institutions

115

  1. Carnegie Mellon University

    Pittsburgh, United States

    7 h-index

    21 publications

    2.9K citations

  2. University of Illinois Urbana-Champaign

    Urbana, United States

    5 h-index

    9 publications

    1.1K citations

  3. University of Washington

    Seattle, United States

    5 h-index

    11 publications

    513 citations

  4. New York University

    New York, United States

    4 h-index

    7 publications

    430 citations

  5. Universidade Federal de São Carlos

    São Carlos, Brazil

    3 h-index

    4 publications

    606 citations

  6. Lehigh University

    Bethlehem, United States

    3 h-index

    6 publications

    120 citations

  7. National Central University

    Taoyuan City, Taiwan

    2 h-index

    3 publications

    123 citations

  8. Nanyang Technological University

    Singapore, Singapore

    2 h-index

    3 publications

    244 citations

1–8 of 115

Venues

  1. arXiv (Cornell University)

    Repository · 5 publications · 77 citations

    5

    h-index

  2. 2

    h-index

  3. BMC Bioinformatics

    2 publications · 63 citations

    2

    h-index

  4. PubMed

    Repository · 2 publications · 40 citations

    2

    h-index

  5. Knowledge and Information Systems

    2 publications · 42 citations

    2

    h-index

1–5