Concepedia

Semi-supervised Feature Learning

Semi-Supervised Feature Learning is a machine learning paradigm that leverages both labeled and unlabeled data to learn feature representations by exploiting the underlying data structure, distinguishing itself from purely supervised or unsupervised approaches through the joint use of label information and data distribution assumptions.

424

Publications

23.1K

Citations

1.6K

Authors

554

Institutions

Publications per year

2017–2026

280

Parents

Publications

424

Unsupervised Feature Learning via Non-parametric Instance Discrimination

Zhirong Wu, Yuanjun Xiong, Stella X. Yu et al. · 2018 · 3.6K citations

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Remaining useful life predictions for turbofan engine degradation using semi-supervised deep architecture

André Listou Ellefsen, Emil Bjørlykhaug, Vilmar Æsøy et al. · Reliability Engineering & System Safety · 2018 · 505 citations · Full text

, , +16

Learning With Augmented Features for Supervised and Semi-Supervised Heterogeneous Domain Adaptation

Wen Li, Lixin Duan, Dong Xu et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2013 · 464 citations

, , +16

An Adaptive Semisupervised Feature Analysis for Video Semantic Recognition

Minnan Luo, Xiaojun Chang, Liqiang Nie et al. · IEEE Transactions on Cybernetics · 2017 · 331 citations

, , +16

Semi-supervised local Fisher discriminant analysis for dimensionality reduction

Masashi Sugiyama, Tsuyoshi Idé, Shinichi Nakajima et al. · Machine Learning · 2009 · 261 citations · Full text

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1–5 of 424

Authors

1.6K

  1. FN
    Feiping Nie

    Northwestern Polytechnical University, China

    8 publications · 723 citations

    8

    h-index

  2. YY
    Yi Yang

    University of Technology Sydney, Australia

    7 publications · 1.1K citations

    7

    h-index

  3. TL
    Tianrui Li

    Southwest Jiaotong University, China

    5 publications · 172 citations

    5

    h-index

  4. XJ
    Xiao‐Yuan Jing

    Wuhan University, China

    5 publications · 136 citations

    5

    h-index

  5. ZM
    Zhigang Ma

    Carnegie Mellon University, United States

    5 publications · 540 citations

    5

    h-index

1–5 of 1.6K

Institutions

554

  1. Chinese Academy of Sciences

    Beijing, China

    17 h-index

    67 publications

    2.9K citations

  2. Xidian University

    Xi'an, China

    11 h-index

    39 publications

    1.2K citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    10 h-index

    19 publications

    2.4K citations

  4. Tsinghua University

    Beijing, China

    10 h-index

    29 publications

    2K citations

  5. University of Electronic Science and Technology of China

    Chengdu, China

    9 h-index

    27 publications

    1.7K citations

  6. Tongji University

    Shanghai, China

    9 h-index

    26 publications

    731 citations

  7. Northwestern Polytechnical University

    Xi'an, China

    8 h-index

    13 publications

    371 citations

  8. University of Chinese Academy of Sciences

    Beijing, China

    8 h-index

    26 publications

    786 citations

1–8 of 554

Venues

  1. arXiv (Cornell University)

    Repository · 18 publications · 632 citations

    15

    h-index

  2. Neurocomputing

    12 publications · 694 citations

    12

    h-index

  3. IEEE Access

    12 publications · 490 citations

    12

    h-index

  4. Knowledge-Based Systems

    11 publications · 350 citations

    11

    h-index

  5. 9

    h-index

1–5