Concepedia

Transferability Analysis

Transferability Analysis is a methodological framework within model calibration that evaluates the generalization capacity of a model’s calibrated predictions across distinct domains, tasks, or datasets by systematically assessing the preservation of calibration properties under distributional shifts.

107

Publications

8.2K

Citations

410

Authors

221

Institutions

Publications per year

2017–2026

54

Parents

Publications

107

Transferability in Machine Learning: from Phenomena to Black-Box Attacks using Adversarial Samples

Nicolas Papernot, Patrick McDaniel, Ian Goodfellow · arXiv (Cornell University) · 2016 · 1.4K citations · Full text

, , +10

Are niche‐based species distribution models transferable in space?

Christophe F. Randin, Thomas Dirnböck, Stefan Dullinger et al. · Journal of Biogeography · 2006 · 769 citations

, , +15

Assessing transferability of ecological models: an underappreciated aspect of statistical validation

Seth J. Wenger, Julian D. Olden · Methods in Ecology and Evolution · 2012 · 622 citations · Full text

, , +15

External validity: From do-calculus to transportability across populations

Judea Pearl, Elias Bareinboim · 2013 · 419 citations

, , +16

Transferability, sample selection bias and background data in presence‐only modelling: a response to Peterson et al. (2007)

Steven J. Phillips · Ecography · 2008 · 365 citations · Full text

, , +12

1–5 of 107

Authors

410

  1. JP
    Judea Pearl

    University of California, Los Angeles, United States

    6 publications · 737 citations

    6

    h-index

  2. EB
    Elias Bareinboim

    Purdue University West Lafayette, United States

    6 publications · 737 citations

    6

    h-index

  3. TH
    Tal Hassner

    Open University of Israel, Israel

    3 publications · 101 citations

    3

    h-index

  4. CV
    Cuong V. Nguyen

    Amazon (Germany), Germany

    3 publications · 101 citations

    3

    h-index

  5. TM
    Thomas Mensink

    University of Amsterdam, Netherlands

    2 publications · 75 citations

    2

    h-index

1–5 of 410

Institutions

221

  1. University of California, Los Angeles

    Los Angeles, United States

    6 h-index

    12 publications

    1.5K citations

  2. Amazon (Germany)

    Berlin, Germany

    3 h-index

    5 publications

    147 citations

  3. University of British Columbia

    Vancouver, Canada

    3 h-index

    5 publications

    181 citations

  4. Chinese Academy of Sciences

    Beijing, China

    2 h-index

    6 publications

    284 citations

  5. National University of Singapore

    Singapore, Singapore

    2 h-index

    2 publications

    59 citations

  6. Centre Hospitalier Régional et Universitaire de Nancy

    Nancy, France

    2 h-index

    3 publications

    124 citations

  7. Norwegian University of Science and Technology

    Trondheim, Norway

    2 h-index

    5 publications

    149 citations

  8. Virginia Tech

    Blacksburg, United States

    2 h-index

    5 publications

    154 citations

1–8 of 221

Venues

  1. 9

    h-index

  2. Molecular Breeding

    3 publications · 124 citations

    3

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 3 publications · 105 citations

    3

    h-index

  4. arXiv (Cornell University)

    Repository · 3 publications · 1.5K citations

    3

    h-index

  5. Journal of Hydrology

    2 publications · 52 citations

    2

    h-index

1–5