ModelSpeX: Model Specification Using Explainable Artificial Intelligence Methods

Udo Schlegel, Eren Cakmak, Daniel A. Keim
<span title="">2020</span> <i title="The Eurographics Association"> <a target="_blank" rel="noopener" href="" style="color: black;">Workshop on Machine Learning Methods in Visualisation for Big Data</a> </i> &nbsp;
Explainable artificial intelligence (XAI) methods aim to reveal the non-transparent decision-making mechanisms of black-box models. The evaluation of insight generated by such XAI methods remains challenging as the applied techniques depend on many factors (e.g., parameters and human interpretation). We propose ModelSpeX, a visual analytics workflow to interactively extract human-centered rule-sets to generate model specifications from black-box models (e.g., neural networks). The workflow
more &raquo; ... es to reason about the underlying problem, to extract decision rule sets, and to evaluate the suitability of the model for a particular task. An exemplary usage scenario walks an analyst trough the steps of the workflow to show the applicability.
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="">doi:10.2312/mlvis.20201100</a> <a target="_blank" rel="external noopener" href="">dblp:conf/mlvis-ws/SchlegelCK20</a> <a target="_blank" rel="external noopener" href="">fatcat:o6knz2x4uvfatovlmpx6nsipia</a> </span>
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