Browsing by Author "Jia, Yunzhe"

Now showing items 1-3 of 3

  • Showcasing the TAIAO project: providing resources for machine learning from images of New Zealand's natural environment

    Lim, Nick Jin Sean; Bifet, Albert; Bull, Dainel; Frank, Eibe; Jia, Yunzhe; Montiel, Jacob; Pfahringer, Bernhard (Informa UK Limited, 2022)
    Proper management of the earth's natural resources is imperative to combat further degradation of the natural environment. However, the environmental datasets necessary for informed resource planning and conservation can ...
  • Studying and exploiting the relationship between model accuracy and explanation quality

    Jia, Yunzhe; Frank, Eibe; Pfahringer, Bernhard; Bifet, Albert; Lim, Nick Jin Sean (Springer, 2021)
    Many explanation methods have been proposed to reveal insights about the internal procedures of black-box models like deep neural networks. Although these methods are able to generate explanations for individual predictions, ...
  • teex: A toolbox for the evaluation of explanations

    Antoñanzas, Jesús M.; Jia, Yunzhe; Frank, Eibe; Bifet, Albert; Pfahringer, Bernhard (Elsevier BV, 2023-10-28)
    We present teex, a Python toolbox for the evaluation of explanations. teex focuses on the evaluation of local explanations of the predictions of machine learning models by comparing them to ground-truth explanations. It ...