Concepedia

Incremental Learning

Incremental Learning is a machine learning paradigm in which a model progressively updates its knowledge by sequentially incorporating new data instances or tasks over time, without retraining from scratch, thereby maintaining computational efficiency and scalability in dynamic, large-scale data environments.

2.2K

Publications

134.2K

Citations

5.6K

Authors

1.5K

Institutions

Publications per year

2017–2026

1.1K

Variants

Sequential Learning

Parents

Publications

2.2K

Incremental Learning for Robust Visual Tracking

David A. Ross, Jongwoo Lim, Ruei-Sung Lin et al. · International Journal of Computer Vision · 2007 · 3.1K citations

, , +13

Learning Generative Visual Models from Few Training Examples: An Incremental Bayesian Approach Tested on 101 Object Categories

Li Fei-Fei, Rob Fergus, Pietro Perona · 2005 · 2.5K citations · Full text

, , +16

SMOTE for Learning from Imbalanced Data: Progress and Challenges, Marking the 15-year Anniversary

Alberto Fernández, Salvador García, Francisco Herrera et al. · Journal of Artificial Intelligence Research · 2018 · 2.1K citations · Full text

, , +15

Learning generative visual models from few training examples: An incremental Bayesian approach tested on 101 object categories

Li Fei-Fei, Rob Fergus, Pietro Perona · Computer Vision and Image Understanding · 2007 · 2.1K citations

, , +16

Broad Learning System: An Effective and Efficient Incremental Learning System Without the Need for Deep Architecture

C. L. Philip Chen, Zhulin Liu · IEEE Transactions on Neural Networks and Learning Systems · 2017 · 1.9K citations

, , +7

1–5 of 2.2K

Authors

5.6K

  1. RP
    Robi Polikar

    Rowan University, United States

    20 publications · 3.1K citations

    18

    h-index

  2. CL
    C. L. Philip Chen

    South China University of Technology, China

    20 publications · 3.5K citations

    17

    h-index

  3. EL
    Edwin Lughofer

    Johannes Kepler University of Linz, Austria

    15 publications · 1.3K citations

    13

    h-index

  4. DZ
    Da-Wei Zhou

    Nanjing University, China

    14 publications · 1.3K citations

    13

    h-index

  5. SB
    Sujin Bureerat

    Khon Kaen University, Thailand

    13 publications · 432 citations

    12

    h-index

1–5 of 5.6K

Institutions

1.5K

  1. Chinese Academy of Sciences

    Beijing, China

    31 h-index

    136 publications

    10.1K citations

  2. Nanyang Technological University

    Singapore, Singapore

    24 h-index

    63 publications

    10.6K citations

  3. University of Chinese Academy of Sciences

    Beijing, China

    24 h-index

    82 publications

    5.2K citations

  4. University of Macau

    Macao, Macao

    23 h-index

    41 publications

    7.6K citations

  5. Nanjing University

    Nanjing, China

    22 h-index

    97 publications

    7.3K citations

  6. South China University of Technology

    Guangzhou, China

    22 h-index

    56 publications

    3K citations

  7. Tsinghua University

    Beijing, China

    21 h-index

    84 publications

    5K citations

  8. Shanghai Jiao Tong University

    Shanghai, China

    19 h-index

    52 publications

    2.3K citations

1–8 of 1.5K

Venues

  1. 30

    h-index

  2. arXiv (Cornell University)

    Repository · 83 publications · 2.6K citations

    27

    h-index

  3. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 25 publications · 3.6K citations

    23

    h-index

  4. IEEE Access

    34 publications · 1.2K citations

    23

    h-index

  5. Neurocomputing

    35 publications · 3.3K citations

    21

    h-index

1–5