Concepedia

Spectral Embedding

Spectral Embedding is a dimensionality reduction technique that derives low-dimensional representations of data by performing eigen-decomposition on a graph Laplacian matrix to preserve the global geometric structure of the data manifold.

260

Publications

16.2K

Citations

697

Authors

292

Institutions

Publications per year

2017–2026

129

Parents

Publications

260

Out-of-Sample Extensions for LLE, Isomap, MDS, Eigenmaps, and Spectral Clustering

Yoshua Bengio, Jean-françcois Paiement, Pascal Vincent et al. · 2003 · 870 citations

, , +16

FastSurfer - A fast and accurate deep learning based neuroimaging pipeline

Leonie Henschel, Sailesh Conjeti, Santiago Estrada et al. · NeuroImage · 2020 · 661 citations · Full text

, , +17

Multiview Spectral Embedding

Tian Xia, Dacheng Tao, Tao Mei et al. · IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics) · 2010 · 524 citations

, , +13

Spectral K-way ratio-cut partitioning and clustering

P.K. Chan, Martine Schlag, Jason Y. Zien · IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems · 1994 · 441 citations

, , +13

Large Scale Spectral Clustering with Landmark-Based Representation

Xinlei Chen, Deng Cai · Proceedings of the AAAI Conference on Artificial Intelligence · 2011 · 393 citations · Full text

, , +9

1–5 of 260

Authors

697

  1. FN
    Feiping Nie

    Northwestern Polytechnical University, China

    18 publications · 1.7K citations

    18

    h-index

  2. CE
    Carey E. Priebe

    Johns Hopkins University, United States

    14 publications · 791 citations

    13

    h-index

  3. XL
    Xuelong Li

    Northwestern Polytechnical University, China

    7 publications · 610 citations

    9

    h-index

  4. MT
    Minh Tang

    Johns Hopkins University, United States

    9 publications · 644 citations

    9

    h-index

  5. RW
    Rong Wang

    Northwestern Polytechnical University, China

    6 publications · 502 citations

    7

    h-index

1–5 of 697

Institutions

292

  1. Northwestern Polytechnical University

    Xi'an, China

    16 h-index

    40 publications

    3.4K citations

  2. Johns Hopkins University

    Baltimore, United States

    12 h-index

    33 publications

    3K citations

  3. Xidian University

    Xi'an, China

    9 h-index

    20 publications

    737 citations

  4. Centre National de la Recherche Scientifique

    Paris, France

    8 h-index

    8 publications

    191 citations

  5. National University of Defense Technology

    Changsha, China

    8 h-index

    31 publications

    2.8K citations

  6. Yale University

    New Haven, United States

    6 h-index

    11 publications

    583 citations

  7. Chinese Academy of Sciences

    Beijing, China

    6 h-index

    11 publications

    354 citations

  8. Nanyang Technological University

    Singapore, Singapore

    6 h-index

    10 publications

    1.9K citations

1–8 of 292

Venues

  1. arXiv (Cornell University)

    Repository · 13 publications · 314 citations

    12

    h-index

  2. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 8 publications · 616 citations

    9

    h-index

  3. 8

    h-index

  4. 7

    h-index

  5. IEEE Transactions on Image Processing

    6 publications · 480 citations

    7

    h-index

1–5