Concepedia

Incremental Principal Component Analysis

Incremental Principal Component Analysis is a computational variant of principal component analysis that belongs to the class of online learning algorithms, distinguished by its ability to update the principal components incrementally as new data samples arrive, without reprocessing the entire dataset.

89

Publications

4.6K

Citations

276

Authors

154

Institutions

Publications per year

2017–2026

24

Variants

Ipca

Parents

Publications

89

Candid covariance-free incremental principal component analysis

Juyang Weng, Yilu Zhang, Wey-Shiuan Hwang · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2003 · 469 citations

, , +13

Incremental tensor analysis

Jimeng Sun, Dacheng Tao, Spiros Papadimitriou et al. · ACM Transactions on Knowledge Discovery from Data · 2008 · 256 citations

, , +16

A novel incremental principal component analysis and its application for face recognition

Haitao Zhao, Pong C. Yuen, James T. Kwok · IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics) · 2006 · 224 citations

, , +14

VIP: Vortex Image Processing Package for High-contrast Direct Imaging

Carlos Gómez González, O. Wertz, Olivier Absil et al. · The Astronomical Journal · 2017 · 203 citations · Full text

, , +13

Incremental Kernel Principal Component Analysis

Tat-Jun Chin, David Suter · IEEE Transactions on Image Processing · 2007 · 177 citations

, , +12

1–5 of 89

Authors

276

  1. SO
    Seiichi Ozawa

    Kobe University, Japan

    6 publications · 227 citations

    6

    h-index

  2. SP
    Shaoning Pang

    Auckland University of Technology, New Zealand

    3 publications · 155 citations

    3

    h-index

  3. ID
    Issam Dagher

    University of Balamand, Lebanon

    3 publications · 164 citations

    3

    h-index

  4. NK
    Nikola Kasabov

    Auckland University of Technology, New Zealand

    3 publications · 155 citations

    3

    h-index

  5. UN
    Ulrich Nehmzow

    University of Essex, United Kingdom

    2 publications · 37 citations

    2

    h-index

1–5 of 276

Institutions

154

  1. Kobe University

    Kobe, Japan

    6 h-index

    11 publications

    332 citations

  2. Seoul National University

    Seoul, South Korea

    3 h-index

    8 publications

    158 citations

  3. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    3 h-index

    3 publications

    294 citations

  4. Chinese Academy of Sciences

    Beijing, China

    3 h-index

    9 publications

    395 citations

  5. University of Ljubljana

    Ljubljana, Slovenia

    3 h-index

    7 publications

    836 citations

  6. Auckland University of Technology

    Auckland, New Zealand

    3 h-index

    6 publications

    310 citations

  7. University of Balamand

    Tripoli, Lebanon

    3 h-index

    6 publications

    296 citations

  8. Hong Kong Baptist University

    Hong Kong, Hong Kong

    2 h-index

    4 publications

    478 citations

1–8 of 154

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 161 citations

    3

    h-index

  2. 3

    h-index

  3. Pattern Recognition

    3 publications · 142 citations

    3

    h-index

  4. 2

    h-index

  5. Neural Processing Letters

    2 publications · 33 citations

    2

    h-index

1–5