Concepedia

Positive-unlabeled Learning

Positive-Unlabeled Learning is a machine learning paradigm in which a classifier is trained using only positive and unlabeled data, differing from standard supervised learning by the absence of explicitly negative labels and relying on assumptions to infer the latent structure of the unlabeled data.

179

Publications

11.4K

Citations

625

Authors

282

Institutions

Publications per year

2017–2026

121

Parents

Publications

179

Positive-unlabeled convolutional neural networks for particle picking in cryo-electron micrographs

Nature Methods · 2019 · 1.7K citations · Full text

, , +10

Learning classifiers from only positive and unlabeled data

Charles Elkan, Keith Noto · 2008 · 1K citations

, , +7

Building text classifiers using positive and unlabeled examples

B. Liu, Y. Dai, Xiaoli Li et al. · 2004 · 677 citations

, , +12

Learning from positive and unlabeled data: a survey

Machine Learning · 2020 · 515 citations · Full text

, , +11

Unbiased Recommender Learning from Missing-Not-At-Random Implicit Feedback

Yuta Saito, Suguru Yaginuma, Yuta Nishino et al. · 2020 · 288 citations

, , +15

1–5 of 179

Authors

625

  1. MS
    Masashi Sugiyama

    Tokyo Institute of Technology, Japan

    9 publications · 410 citations

    9

    h-index

  2. XL
    Xiaoli Li

    Institute for Infocomm Research, Singapore

    7 publications · 1.2K citations

    7

    h-index

  3. PR
    Predrag Radivojac

    Indiana University Bloomington, United States

    6 publications · 198 citations

    6

    h-index

  4. SJ
    Shantanu Jain

    Northeastern University, United States

    6 publications · 198 citations

    6

    h-index

  5. SN
    See-Kiong Ng

    Institute for Infocomm Research, Singapore

    5 publications · 449 citations

    5

    h-index

1–5 of 625

Institutions

282

  1. The University of Tokyo

    Tokyo, Japan

    10 h-index

    28 publications

    1.4K citations

  2. The University of Sydney

    Sydney, Australia

    8 h-index

    20 publications

    937 citations

  3. University of Technology Sydney

    Sydney, Australia

    8 h-index

    18 publications

    921 citations

  4. Chinese Academy of Sciences

    Beijing, China

    6 h-index

    9 publications

    219 citations

  5. Institute for Infocomm Research

    Singapore, Singapore

    6 h-index

    16 publications

    1.8K citations

  6. Northwest A&F University

    Yangling, China

    6 h-index

    13 publications

    303 citations

  7. Nanyang Technological University

    Singapore, Singapore

    6 h-index

    16 publications

    1.5K citations

  8. University of Illinois Chicago

    Chicago, United States

    5 h-index

    12 publications

    2.4K citations

1–8 of 282

Venues

  1. arXiv (Cornell University)

    Repository · 9 publications · 328 citations

    9

    h-index

  2. BMC Bioinformatics

    8 publications · 303 citations

    8

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 6 publications · 241 citations

    6

    h-index

  4. Information Sciences

    5 publications · 129 citations

    5

    h-index

  5. Pattern Recognition Letters

    4 publications · 126 citations

    4

    h-index

1–5