Document - Demo: an interactive visualization combining rule-based and feature importance explanations

2023

Conference article Open Access

Demo: an interactive visualization combining rule-based and feature importance explanations

Cappuccio E., Fadda D., Lanzilotti R., Rinzivillo S.

Explainable AI User-interface

The Human-Computer Interaction (HCI) community has long stressed the need for a more user-centered approach to Explainable Artificial Intelligence (XAI), a research area that aims at defining algorithms and tools to illustrate the predictions of the so-called black-box models. This approach can benefit from the fields of user-interface, user experience, and visual analytics. In this demo, we propose a visual-based tool, "F.I.P.E.R.", that shows interactive explanations combining rules and feature importance.

Source: CHItaly 2023: 15th Biannual Conference of the Italian SIGCHI Chapter, Torino, Italy, 20-22/09/2023

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BibTeX entry

@inproceedings{oai:it.cnr:prodotti:486658,
	title = {Demo: an interactive visualization combining rule-based and feature importance explanations},
	author = {Cappuccio E. and Fadda D. and Lanzilotti R. and Rinzivillo S.},
	doi = {10.1145/3605390.3610811},
	booktitle = {CHItaly 2023: 15th Biannual Conference of the Italian SIGCHI Chapter, Torino, Italy, 20-22/09/2023},
	year = {2023}
}