Ganterfactual—counterfactual explanations for medical non-experts using generative adversarial learning

HIGHLIGHTS

  • who: Silvan Mertes from the Lab for Human-Centered Artificial Intelligence, Augsburg University, Augsburg, Germany have published the research: GANterfactualu2014Counterfactual Explanations for Medical Non-experts Using Generative Adversarial Learning, in the Journal: (JOURNAL)
  • what: The authors propose to include the classifier`s decision into the objective function of the generative networks. The authors evaluate the approach by a computational evaluation and a user study inspired by a healthcare scenario. To validate the assumptions , the authors compare the performance of the approach Frontiers in Artificial_Intelligence | www.frontiersin.org against two established saliency map methods, namely Local . . .

     

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