Concepedia

Unsupervised Transfer Learning

Unsupervised Transfer Learning is a transfer learning paradigm in which knowledge is transferred from a source domain to a target domain without relying on labeled data in the target domain, distinguishing itself from supervised and semi-supervised transfer learning by the absence of label supervision during adaptation.

629

Publications

53.3K

Citations

2.1K

Authors

660

Institutions

Publications per year

2017–2026

574

Parents

Publications

629

Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning

Hoo-Chang Shin, Holger R. Roth, Mingchen Gao et al. · IEEE Transactions on Medical Imaging · 2016 · 5.8K citations · Full text

, , +16

Supervised Learning of Universal Sentence Representations from Natural\n Language Inference Data

Alexis Conneau, Douwe Kiela, Holger Schwenk et al. · arXiv (Cornell University) · 2017 · 2.1K citations · Full text

, , +12

Moment Matching for Multi-Source Domain Adaptation

Xingchao Peng, Qinxun Bai, Xide Xia et al. · 2019 · 1.6K citations

, , +11

Autoencoders, Unsupervised Learning, and Deep Architectures

Pierre Baldi · 2011 · 1.1K citations

, , +16

Deep Learning of Representations for Unsupervised and Transfer Learning.

Yoshua Bengio · 2011 · 894 citations

, , +14

1–5 of 629

Authors

2.1K

  1. JL
    Jian Liang

    Chinese Academy of Sciences, China

    7 publications · 537 citations

    7

    h-index

  2. JL
    Jie Lü

    University of Technology Sydney, Australia

    6 publications · 324 citations

    6

    h-index

  3. RH
    Ran He

    Institute of Automation, China

    6 publications · 514 citations

    6

    h-index

  4. LW
    Lior Wolf

    Tel Aviv University, Israel

    6 publications · 586 citations

    6

    h-index

  5. KS
    Kate Saenko

    University of California, Berkeley, United States

    5 publications · 2.4K citations

    5

    h-index

1–5 of 2.1K

Institutions

660

  1. Carnegie Mellon University

    Pittsburgh, United States

    17 h-index

    37 publications

    4.8K citations

  2. Tsinghua University

    Beijing, China

    17 h-index

    47 publications

    3K citations

  3. Chinese Academy of Sciences

    Beijing, China

    17 h-index

    38 publications

    2.7K citations

  4. University of Chinese Academy of Sciences

    Beijing, China

    14 h-index

    34 publications

    2K citations

  5. University of Electronic Science and Technology of China

    Chengdu, China

    14 h-index

    49 publications

    3.2K citations

  6. Peking University

    Beijing, China

    14 h-index

    40 publications

    4.4K citations

  7. University of Technology Sydney

    Sydney, Australia

    13 h-index

    33 publications

    4.1K citations

  8. Harbin Institute of Technology

    Harbin, China

    13 h-index

    26 publications

    2.5K citations

1–8 of 660

Venues

  1. arXiv (Cornell University)

    Repository · 86 publications · 6.7K citations

    35

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 23 publications · 1.2K citations

    20

    h-index

  3. IEEE Transactions on Multimedia

    15 publications · 780 citations

    15

    h-index

  4. IEEE Transactions on Image Processing

    15 publications · 1.1K citations

    14

    h-index

  5. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 10 publications · 1.3K citations

    10

    h-index

1–5