Concepedia

Locally Linear Embedding

Locally Linear Embedding is a nonlinear dimensionality reduction method that preserves local linear relationships among neighboring data points by reconstructing each point as a weighted combination of its neighbors and mapping it to a lower-dimensional space while maintaining these reconstruction weights.

362

Publications

78.3K

Citations

1K

Authors

390

Institutions

Publications per year

2017–2026

96

Parents

Publications

362

Visualizing Data using t-SNE

Laurens van der Maaten, Geoffrey E. Hinton · Journal of Machine Learning Research · 2008 · 35.7K citations

, , +13

Nonlinear Dimensionality Reduction by Locally Linear Embedding

Sam T. Roweis, Lawrence K. Saul · Science · 2000 · 15K citations

, , +15

Locality Preserving Projections

Xiaofei He, Partha Niyogi · 2003 · 4K citations

, , +11

Super-resolution through neighbor embedding

Hong Chang, Dit‐Yan Yeung, Yimin Xiong · 2004 · 2K citations

, , +12

Hessian eigenmaps: Locally linear embedding techniques for high-dimensional data

David L. Donoho, Carrie Grimes · Proceedings of the National Academy of Sciences · 2003 · 1.7K citations

, , +13

1–5 of 362

Authors

1K

  1. MP
    Matti Pietikäinen

    University of Oulu, Finland

    5 publications · 302 citations

    5

    h-index

  2. LK
    Lawrence K. Saul

    University of California San Diego, United States

    5 publications · 16K citations

    5

    h-index

  3. XL
    Xuelong Li

    Xi'an Institute of Optics and Precision Mechanics, China

    5 publications · 885 citations

    5

    h-index

  4. FN
    Feiping Nie

    Northwestern Polytechnical University, China

    4 publications · 102 citations

    4

    h-index

  5. DC
    Deng Cai

    Zhejiang University, China

    4 publications · 307 citations

    4

    h-index

1–5 of 1K

Institutions

390

  1. Chinese Academy of Sciences

    Beijing, China

    13 h-index

    27 publications

    1.8K citations

  2. University of Pennsylvania

    Philadelphia, United States

    11 h-index

    21 publications

    4.2K citations

  3. Zhejiang University

    Hangzhou, China

    9 h-index

    17 publications

    448 citations

  4. Tsinghua University

    Beijing, China

    9 h-index

    23 publications

    1K citations

  5. Peking University

    Beijing, China

    7 h-index

    13 publications

    419 citations

  6. Chongqing University

    Chongqing, China

    6 h-index

    19 publications

    624 citations

  7. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    6 h-index

    11 publications

    1.2K citations

  8. University College London

    London, United Kingdom

    6 h-index

    17 publications

    15.6K citations

1–8 of 390

Venues

  1. Pattern Recognition

    12 publications · 1K citations

    11

    h-index

  2. IEEE Transactions on Image Processing

    10 publications · 518 citations

    10

    h-index

  3. arXiv (Cornell University)

    Repository · 9 publications · 266 citations

    9

    h-index

  4. Neurocomputing

    8 publications · 250 citations

    8

    h-index

  5. IEEE Access

    7 publications · 187 citations

    7

    h-index

1–5