Dimitris Sacharidis
Dimitris Sacharidis
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AIDE - Antithetical, Intent-based, and Diverse Example-Based Explanations
For many use-cases, it is often important to explain the prediction of a black-box model by identifying the most influential training data samples. We propose AIDE, Antithetical, Intent-based, and Diverse Example-Based Explanations, an approach for providing antithetical (i.
Ikhtiyor Nematov
,
Dimitris Sacharidis
,
Katja Hose
,
Tomer Sagi
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GLANCE - Global Actions in a Nutshell for Counterfactual Explainability
We propose a method for global explainability of black box models using counterfactual explanations. A counterfactual explanation locally explains an outcome by providing the minimal changes necessary to reverse the outcome, e.
Ioannis Z. Emiris
,
Dimitris Fotakis
,
Giorgos Giannopoulos
,
Dimitrios Gunopulos
,
Loukas Kavouras
,
Kleopatra Markou
,
Eleni Psaroudaki
,
Dimitrios Rontogiannis
,
Dimitris Sacharidis
,
Nikolaos Theologitis
,
Dimitrios Tomaras
,
Konstantinos Tsopelas
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