Concepedia

Concept Drift

Concept Drift is a phenomenon in information filtering whereby the statistical properties of the target variable or underlying data distribution change over time in an unforeseen manner, thereby compromising the performance of learning models trained on historical data.

904

Publications

59.3K

Citations

2.2K

Authors

785

Institutions

Publications per year

2017–2026

544

Parents

Publications

904

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

Mining concept-drifting data streams using ensemble classifiers

Haixun Wang, Wei Fan, Philip S. Yu et al. · 2003 · 1.3K citations

, , +17

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

1–5 of 904

Authors

2.2K

  1. JL
    Jie Lü

    University of Technology Sydney, Australia

    31 publications · 1.8K citations

    25

    h-index

  2. GZ
    Guangquan Zhang

    University of Technology Sydney, Australia

    32 publications · 1.9K citations

    25

    h-index

  3. AB
    Albert Bifet

    University of Waikato, New Zealand

    19 publications · 3.3K citations

    17

    h-index

  4. IŽ
    Indrė Žliobaitė

    University of Helsinki, Finland

    15 publications · 1.4K citations

    14

    h-index

  5. LK
    Latifur Khan

    The University of Texas at Dallas, United States

    15 publications · 1.3K citations

    13

    h-index

1–5 of 2.2K

Institutions

785

  1. University of Technology Sydney

    Sydney, Australia

    26 h-index

    116 publications

    6.4K citations

  2. Politecnico di Milano

    Milan, Italy

    16 h-index

    38 publications

    3K citations

  3. Wrocław University of Science and Technology

    Wroclaw, Poland

    14 h-index

    28 publications

    900 citations

  4. University of Waikato

    Hamilton, New Zealand

    14 h-index

    32 publications

    3.6K citations

  5. Universidade Federal de Pernambuco

    Recife, Brazil

    14 h-index

    37 publications

    2.3K citations

  6. University of Illinois Urbana-Champaign

    Urbana, United States

    14 h-index

    28 publications

    4.8K citations

  7. Universidade de São Paulo

    São Paulo, Brazil

    12 h-index

    31 publications

    1.5K citations

  8. Eindhoven University of Technology

    Eindhoven, The Netherlands

    12 h-index

    22 publications

    1.4K citations

1–8 of 785

Venues

  1. 24

    h-index

  2. Expert Systems with Applications

    26 publications · 1.9K citations

    23

    h-index

  3. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 25 publications · 3.3K citations

    23

    h-index

  4. IEEE Access

    27 publications · 1.3K citations

    18

    h-index

  5. Neurocomputing

    16 publications · 1.9K citations

    16

    h-index

1–5