Concepedia

Concept Drift Modeling

Concept Drift Modeling is a computational framework within knowledge modeling that formally represents and detects temporal changes in the underlying data distribution or concept relationships over time, distinguishing it from static modeling approaches by its focus on dynamic concept evolution.

420

Publications

31.9K

Citations

1.2K

Authors

490

Institutions

Publications per year

2017–2026

249

Parents

Publications

420

Learning from Time-Changing Data with Adaptive Windowing

Albert Bifet, Ricard Gavaldà · 2007 · 1.7K citations

, , +14

Learning in the Presence of Concept Drift and Hidden Contexts

Gerhard Widmer, Miroslav Kubát · Machine Learning · 1996 · 1.4K citations · Full text

, , +14

Collaborative filtering with temporal dynamics

Yehuda Koren · 2009 · 1.2K citations

, , +16

Learning in the presence of concept drift and hidden contexts

Gerhard Widmer, Miroslav Kubát · Machine Learning · 1996 · 993 citations · Full text

, , +14

Unsupervised real-time anomaly detection for streaming data

Subutai Ahmad, Alexander Lavin, Scott Purdy et al. · Neurocomputing · 2017 · 969 citations · Full text

, , +16

1–5 of 420

Authors

1.2K

  1. JL
    Jie Lü

    University of Technology Sydney, Australia

    15 publications · 913 citations

    14

    h-index

  2. GZ
    Guangquan Zhang

    University of Technology Sydney, Australia

    15 publications · 913 citations

    14

    h-index

  3. AB
    Albert Bifet

    University of Waikato, New Zealand

    11 publications · 2.9K citations

    11

    h-index

  4. IŽ
    Indrė Žliobaitė

    University of Helsinki, Finland

    12 publications · 1.2K citations

    11

    h-index

  5. MP
    Mykola Pechenizkiy

    Eindhoven University of Technology, Netherlands

    10 publications · 672 citations

    10

    h-index

1–5 of 1.2K

Institutions

490

  1. University of Technology Sydney

    Sydney, Australia

    14 h-index

    59 publications

    3.4K citations

  2. Eindhoven University of Technology

    Eindhoven, The Netherlands

    11 h-index

    20 publications

    1.4K citations

  3. Universidade Federal de Pernambuco

    Recife, Brazil

    10 h-index

    24 publications

    1.7K citations

  4. University of Waikato

    Hamilton, New Zealand

    9 h-index

    15 publications

    2.9K citations

  5. Politecnico di Milano

    Milan, Italy

    7 h-index

    16 publications

    1.9K citations

  6. Bielefeld University

    Bielefeld, Germany

    7 h-index

    17 publications

    969 citations

  7. Wrocław University of Science and Technology

    Wroclaw, Poland

    6 h-index

    9 publications

    320 citations

  8. Hefei University of Technology

    Hefei, China

    5 h-index

    20 publications

    988 citations

1–8 of 490

Venues

  1. Expert Systems with Applications

    20 publications · 1.4K citations

    18

    h-index

  2. Neurocomputing

    15 publications · 1.9K citations

    15

    h-index

  3. IEEE Access

    15 publications · 757 citations

    14

    h-index

  4. arXiv (Cornell University)

    Repository · 12 publications · 783 citations

    11

    h-index

  5. Information Sciences

    12 publications · 836 citations

    11

    h-index

1–5