Concepedia

Expected Model Change

Expected Model Change is an acquisition function in active learning that quantifies the anticipated parameter update of a model upon training on a candidate unlabeled instance, distinguishing itself from other selection criteria by estimating the magnitude of change in model parameters as a proxy for informativeness.

23

Publications

1.2K

Citations

85

Authors

52

Institutions

Publications per year

2017–2026

9

Parents

Publications

23

Maximizing Expected Model Change for Active Learning in Regression

Wenbin Cai, Ya Zhang, Jun Zhou · 2013 · 179 citations

, , +13

Intercomparison of the expected change in the temperature and the precipitation retrieved from CMIP6 and CMIP5 climate projections: A Mediterranean hot spot case, Turkey

S. Çağatay Bağçacı, İsmail Yücel, Eren Düzenli et al. · Atmospheric Research · 2021 · 179 citations · Full text

, , +16

Model Modification in Covariance Structure Analysis: Application of the Expected Parameter Change Statistic

David M. Kaplan · Multivariate Behavioral Research · 1989 · 122 citations

, , +15

Intervening on psychopathology networks: Evaluating intervention targets through simulations

Gabriela Lunansky, Jasper Naberman, Claudia D. van Borkulo et al. · Methods · 2021 · 122 citations · Full text

, , +13

Batch Mode Active Learning for Regression With Expected Model Change

Wenbin Cai, Muhan Zhang, Ya Zhang · IEEE Transactions on Neural Networks and Learning Systems · 2016 · 95 citations

, , +14

1–5 of 23

Authors

85

  1. JD
    Joachim Denzler

    Friedrich Schiller University Jena, Germany

    3 publications · 86 citations

    3

    h-index

  2. ER
    Erik Rodner

    Friedrich Schiller University Jena, Germany

    3 publications · 86 citations

    3

    h-index

  3. CK
    Christoph Käding

    Friedrich Schiller University Jena, Germany

    3 publications · 86 citations

    3

    h-index

  4. AF
    Alexander Freytag

    Friedrich Schiller University Jena, Germany

    3 publications · 86 citations

    3

    h-index

  5. WC
    Wenbin Cai

    Beijing University of Technology, China

    2 publications · 274 citations

    2

    h-index

1–5 of 85

Institutions

52

  1. Shanghai Jiao Tong University

    Shanghai, China

    2 h-index

    5 publications

    727 citations

  2. Mediterranean Institute for Advanced Studies

    Esporles, Spain

    1 h-index

    2 publications

    90 citations

  3. Royal Netherlands Meteorological Institute

    De Bilt, The Netherlands

    1 h-index

    2 publications

    20 citations

  4. Barts Health NHS Trust

    London, United Kingdom

    1 h-index

    2 publications

    68 citations

  5. Institute of Psychology, Chinese Academy of Sciences

    Beijing, China

    1 h-index

    2 publications

    244 citations

  6. Shandong Jiaotong University

    Jinan, China

    1 h-index

    2 publications

    190 citations

  7. Royal Stoke University Hospital

    Stoke-on-Trent, United Kingdom

    1 h-index

    3 publications

    102 citations

  8. University of Chinese Academy of Sciences

    Beijing, China

    1 h-index

    2 publications

    244 citations

1–8 of 52

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 81 citations

    3

    h-index

  2. Geophysical Research Letters

    2 publications · 70 citations

    2

    h-index

  3. Applied Intelligence

    1 publications · 20 citations

    1

    h-index

  4. 1

    h-index

  5. Atmospheric Research

    1 publications · 179 citations

    1

    h-index

1–5