Concepedia

Nonlinear Metric Learning

Nonlinear Metric Learning is a metric learning approach that extends linear distance metric learning by employing nonlinear transformations—typically through kernel methods or deep neural networks—to capture complex, nonlinear relationships in data while learning a task-specific distance function that enhances discriminative performance in non-Euclidean or high-dimensional spaces.

78

Publications

5.3K

Citations

229

Authors

103

Institutions

Publications per year

2017–2026

32

Parents

Publications

78

Discriminative Deep Metric Learning for Face Verification in the Wild

Junlin Hu, Jiwen Lu, Yap‐Peng Tan · 2014 · 692 citations · Full text

, , +16

A Survey on Metric Learning for Feature Vectors and Structured Data

Aurélien Bellet, Amaury Habrard, Marc Sebban · arXiv (Cornell University) · 2013 · 533 citations · Full text

, , +15

The Kernel Trick for Distances

Bernhard Schölkopf · MPG.PuRe (Max Planck Society) · 2000 · 498 citations · Full text

, , +15

Multi-manifold deep metric learning for image set classification

Jiwen Lu, Gang Wang, Weihong Deng et al. · 2015 · 181 citations

, , +15

Survey on distance metric learning and dimensionality reduction in data mining

Fei Wang, Jimeng Sun · Data Mining and Knowledge Discovery · 2014 · 177 citations

, , +16

1–5 of 78

Authors

229

  1. JL
    Jiwen Lu

    Tsinghua University, China

    7 publications · 1.3K citations

    7

    h-index

  2. JH
    Junlin Hu

    Nanyang Technological University, Singapore

    4 publications · 1.1K citations

    4

    h-index

  3. GD
    Guoxian Dai

    New York University, United States

    4 publications · 201 citations

    4

    h-index

  4. JX
    Jin Xie

    Tianjin University, China

    4 publications · 201 citations

    4

    h-index

  5. JZ
    Jie Zhou

    Tsinghua University, China

    3 publications · 347 citations

    3

    h-index

1–5 of 229

Institutions

103

  1. Nanyang Technological University

    Singapore, Singapore

    10 h-index

    18 publications

    2.8K citations

  2. Tsinghua University

    Beijing, China

    6 h-index

    10 publications

    809 citations

  3. Chinese Academy of Sciences

    Beijing, China

    5 h-index

    13 publications

    650 citations

  4. New York University

    New York, United States

    4 h-index

    14 publications

    693 citations

  5. Wuhan University

    Wuhan, China

    4 h-index

    7 publications

    219 citations

  6. Nanjing University of Science and Technology

    Nanjing, China

    3 h-index

    10 publications

    302 citations

  7. Michigan State University

    East Lansing, United States

    3 h-index

    3 publications

    152 citations

  8. Beijing University of Technology

    Beijing, China

    3 h-index

    3 publications

    92 citations

1–8 of 103

Venues

  1. Neurocomputing

    6 publications · 331 citations

    6

    h-index

  2. arXiv (Cornell University)

    Repository · 5 publications · 591 citations

    5

    h-index

  3. 3

    h-index

  4. Neural Networks

    3 publications · 162 citations

    3

    h-index

  5. IEEE Transactions on Cybernetics

    3 publications · 53 citations

    3

    h-index

1–5