Concepedia

Metric Learning For Classification

Metric Learning for Classification is a supervised machine learning framework that learns an optimal distance metric from labeled data to enhance the separation of distinct classes while preserving the proximity of similar instances in the transformed feature space.

462

Publications

44.9K

Citations

1.3K

Authors

463

Institutions

Publications per year

2017–2026

191

Parents

Publications

462

Distance Metric Learning for Large Margin Nearest Neighbor Classification

Kilian Q. Weinberger, Lawrence K. Saul · Journal of Machine Learning Research · 2009 · 4.3K citations

, , +16

In Defense of the Triplet Loss for Person Re-Identification

Alexander Hermans, Lucas Beyer, Bastian Leibe · arXiv (Cornell University) · 2017 · 2.9K citations · Full text

, , +16

Sinkhorn Distances: Lightspeed Computation of Optimal Transport

Marco Cuturi · 2013 · 2.2K citations

, , +14

Seeing stars

Bo Pang, Lillian Lee · 2005 · 2.2K citations · Full text

, , +15

Information-theoretic metric learning

Jason V. Davis, Brian Kulis, Prateek Jain et al. · 2007 · 2K citations

, , +16

1–5 of 462

Authors

1.3K

  1. FS
    Fei Sha

    University of Southern California, United States

    9 publications · 844 citations

    9

    h-index

  2. JL
    Jiwen Lu

    Tsinghua University, China

    8 publications · 956 citations

    8

    h-index

  3. BH
    Barbara Hammer

    Bielefeld University, Germany

    7 publications · 602 citations

    7

    h-index

  4. DT
    Dacheng Tao

    The University of Sydney, Australia

    7 publications · 430 citations

    7

    h-index

  5. KQ
    Kilian Q. Weinberger

    Cornell University, United States

    7 publications · 6.3K citations

    7

    h-index

1–5 of 1.3K

Institutions

463

  1. Chinese Academy of Sciences

    Beijing, China

    19 h-index

    66 publications

    3.7K citations

  2. University of Technology Sydney

    Sydney, Australia

    12 h-index

    24 publications

    1.1K citations

  3. Tsinghua University

    Beijing, China

    12 h-index

    28 publications

    1.9K citations

  4. Nanyang Technological University

    Singapore, Singapore

    11 h-index

    18 publications

    1.4K citations

  5. University of Chinese Academy of Sciences

    Beijing, China

    11 h-index

    17 publications

    1.2K citations

  6. Xi'an Jiaotong University

    Xi'an, China

    10 h-index

    23 publications

    1K citations

  7. Nanjing University

    Nanjing, China

    10 h-index

    24 publications

    826 citations

  8. Nanjing University of Science and Technology

    Nanjing, China

    9 h-index

    24 publications

    526 citations

1–8 of 463

Venues

  1. arXiv (Cornell University)

    Repository · 40 publications · 4.3K citations

    22

    h-index

  2. Pattern Recognition

    19 publications · 620 citations

    14

    h-index

  3. Neurocomputing

    17 publications · 868 citations

    13

    h-index

  4. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 13 publications · 1.4K citations

    13

    h-index

  5. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 14 publications · 473 citations

    12

    h-index

1–5