Concepedia

Dimensionality Reduction For Segmentation

Dimensionality Reduction for Segmentation is a methodological framework in machine learning that reduces the number of input features while preserving structurally relevant patterns to enhance the accuracy and efficiency of image or data segmentation tasks.

34

Publications

1.8K

Citations

103

Authors

56

Institutions

Publications per year

2017–2026

14

Parents

Publications

34

Motion segmentation by subspace separation and model selection

Kenichi Kanatani · 2002 · 355 citations · Full text

, , +16

Segmenting Motions of Different Types by Unsupervised Manifold Clustering

Alvina Goh, René Vidal · 2007 · 197 citations

, , +16

A comparative dimensionality reduction study in telecom customer segmentation using deep learning and PCA

Maha Alkhayrat, Mohamad Aljnidi, Kadan Aljoumaa · Journal Of Big Data · 2020 · 142 citations · Full text

, , +17

Clustering and dimensionality reduction on Riemannian manifolds

Alvina Goh, René Vidal · 2008 · 125 citations

, , +16

Principal component analysis in medical image processing: a study

Dibyadeep Nandi, Amira S. Ashour, Sourav Samanta et al. · International Journal of Image Mining · 2015 · 104 citations

, , +13

1–5 of 34

Authors

103

  1. AG
    Alvina Goh

    National University of Singapore, Singapore

    2 publications · 322 citations

    2

    h-index

  2. YY
    Yilong Yin

    Shandong University, China

    2 publications · 48 citations

    2

    h-index

  3. QW
    Qin Wei

    Wuhan University of Technology, China

    2 publications · 48 citations

    2

    h-index

  4. YL
    Ying Li

    University of Connecticut, United States

    2 publications · 48 citations

    2

    h-index

  5. LL
    Lili Liu

    Northwestern Polytechnical University, China

    2 publications · 48 citations

    2

    h-index

1–5 of 103

Institutions

56

  1. Johns Hopkins University

    Baltimore, United States

    2 h-index

    4 publications

    644 citations

  2. Université de Reims Champagne-Ardenne

    Reims, France

    2 h-index

    2 publications

    26 citations

  3. Koneru Lakshmaiah Education Foundation

    Vijayawada, India

    2 h-index

    3 publications

    61 citations

  4. Shandong University of Science and Technology

    Qingdao, China

    2 h-index

    8 publications

    192 citations

  5. Instituto de Engenharia de Sistemas e Computadores Microsistemas e Nanotecnologias

    Lisbon, Portugal

    1 h-index

    1 publications

    18 citations

  6. Carnegie Mellon University

    Pittsburgh, United States

    1 h-index

    3 publications

    36 citations

  7. Tanta University

    Tanta, Egypt

    1 h-index

    1 publications

    104 citations

  8. Xinjiang University

    Ürümqi, China

    1 h-index

    4 publications

    52 citations

1–8 of 56

Venues

  1. 2

    h-index

  2. Oxford University Research Archive (ORA) (University of Oxford)

    Repository · 1 publications · 40 citations

    1

    h-index

  3. University of Twente Research Information

    Repository · 1 publications · 18 citations

    1

    h-index

  4. Information Sciences

    1 publications · 13 citations

    1

    h-index

  5. Journal of the American Society for Mass Spectrometry

    JASMS · 1 publications · 24 citations

    1

    h-index

1–5