Concepedia

Kernel-based Clustering

Kernel-Based Clustering is a spatial clustering method that employs kernel functions to map input data into a higher-dimensional feature space, where non-linearly separable clusters in the original space become linearly separable through implicit density estimation and mode detection in the transformed space.

459

Publications

29.8K

Citations

1.2K

Authors

533

Institutions

Publications per year

2017–2026

194

Parents

Publications

459

Dlib-ml: A Machine Learning Toolkit

Davis E. King · 2009 · 2.9K citations

, , +15

Support vector clustering

Asa Ben‐Hur, D. Horn, Hava T. Siegelmann et al. · 2002 · 1.4K citations

, , +17

Robust Image Segmentation Using FCM With Spatial Constraints Based on New Kernel-Induced Distance Measure

S. Chen, David Zhang · IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics) · 2004 · 1.1K citations

, , +14

Mercer kernel-based clustering in feature space

Mark Girolami · IEEE Transactions on Neural Networks · 2002 · 904 citations

, , +16

A survey of kernel and spectral methods for clustering

Maurizio Filippone, Francesco Camastra, Francesco Masulli et al. · Pattern Recognition · 2007 · 829 citations

, , +12

1–5 of 459

Authors

1.2K

  1. XL
    Xinwang Liu

    National University of Defense Technology, China

    26 publications · 1.7K citations

    21

    h-index

  2. EZ
    En Zhu

    National University of Defense Technology, China

    15 publications · 1.2K citations

    15

    h-index

  3. JA
    Johan A. K. Suykens

    KU Leuven, Belgium

    12 publications · 642 citations

    11

    h-index

  4. ZR
    Zhenwen Ren

    Southwest University of Science and Technology, China

    10 publications · 626 citations

    10

    h-index

  5. JY
    Jianping Yin

    National University of Defense Technology, China

    9 publications · 878 citations

    9

    h-index

1–5 of 1.2K

Institutions

533

  1. National University of Defense Technology

    Changsha, China

    22 h-index

    119 publications

    7.6K citations

  2. Nanjing University of Science and Technology

    Nanjing, China

    13 h-index

    34 publications

    2.3K citations

  3. Southwest University of Science and Technology

    Mianyang, China

    12 h-index

    35 publications

    1.6K citations

  4. KU Leuven

    Leuven, Belgium

    11 h-index

    37 publications

    2.7K citations

  5. Nanjing University of Aeronautics and Astronautics

    Nanjing, China

    9 h-index

    24 publications

    4.1K citations

  6. Chinese Academy of Sciences

    Beijing, China

    8 h-index

    17 publications

    2.3K citations

  7. University of Macau

    Macao, Macao

    7 h-index

    12 publications

    229 citations

  8. Zhejiang Normal University

    Jinhua, China

    7 h-index

    8 publications

    452 citations

1–8 of 533

Venues

  1. Pattern Recognition

    19 publications · 1.9K citations

    15

    h-index

  2. Information Sciences

    17 publications · 866 citations

    15

    h-index

  3. Neurocomputing

    13 publications · 544 citations

    13

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 13 publications · 841 citations

    13

    h-index

  5. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 10 publications · 1.5K citations

    10

    h-index

1–5