Concepedia

Semi-supervised Active Learning

Semi-Supervised Active Learning is an active learning paradigm that integrates a small set of initially labeled data with a large pool of unlabeled data, distinguishing itself from conventional active learning by leveraging both supervised learning on labeled instances and semi-supervised learning on unlabeled data to iteratively select the most informative samples for labeling, thereby improving model performance with reduced annotation effort.

271

Publications

18K

Citations

1K

Authors

356

Institutions

Publications per year

2017–2026

134

Parents

Publications

271

A Survey on Multi-Task Learning

Yu Zhang, Qiang Yang · IEEE Transactions on Knowledge and Data Engineering · 2021 · 2.2K citations

, , +16

Semi-supervised learning with graphs

Xiaojin Zhu, John Lafferty, Roni Rosenfeld · 2005 · 649 citations

, , +16

A Survey on Multi-Task Learning

Yu Zhang, Qiang Yang · arXiv (Cornell University) · 2017 · 621 citations · Full text

, , +16

Active Semi-Supervision for Pairwise Constrained Clustering

Sugato Basu, Arindam Banerjee, Raymond J. Mooney · 2004 · 600 citations

, , +15

Combining active learning and semi-supervised learning using Gaussian fields and harmonic functions

Xiaojin Zhu, John Lafferty, Zoubin Ghahramani · 2003 · 472 citations

, , +16

1–5 of 271

Authors

1K

  1. MR
    Michael R. Lyu

    Chinese University of Hong Kong, Hong Kong SAR China

    4 publications · 460 citations

    4

    h-index

  2. SC
    Steven C. H. Hoi

    Nanyang Technological University, Singapore

    4 publications · 460 citations

    4

    h-index

  3. XZ
    Xiaojin Zhu

    University of Wisconsin–Madison, United States

    4 publications · 1.2K citations

    4

    h-index

  4. JL
    Jun Li

    Sun Yat-sen University, China

    4 publications · 573 citations

    4

    h-index

  5. ZZ
    Zhi‐Hua Zhou

    Nanjing University, China

    4 publications · 433 citations

    4

    h-index

1–5 of 1K

Institutions

356

  1. Tsinghua University

    Beijing, China

    8 h-index

    17 publications

    804 citations

  2. Zhejiang University

    Hangzhou, China

    8 h-index

    25 publications

    807 citations

  3. Chinese University of Hong Kong

    Hong Kong, Hong Kong

    7 h-index

    12 publications

    1.2K citations

  4. Chinese Academy of Sciences

    Beijing, China

    6 h-index

    16 publications

    612 citations

  5. Nanjing University

    Nanjing, China

    5 h-index

    10 publications

    1.1K citations

  6. Carnegie Mellon University

    Pittsburgh, United States

    5 h-index

    10 publications

    3.3K citations

  7. University of Science and Technology of China

    Hefei, China

    5 h-index

    20 publications

    979 citations

  8. Wuhan University

    Wuhan, China

    5 h-index

    21 publications

    1K citations

1–8 of 356

Venues

  1. arXiv (Cornell University)

    Repository · 16 publications · 958 citations

    13

    h-index

  2. 7

    h-index

  3. Neurocomputing

    5 publications · 284 citations

    5

    h-index

  4. Information Sciences

    5 publications · 238 citations

    5

    h-index

  5. PLoS ONE

    4 publications · 140 citations

    4

    h-index

1–5