Explainable and Ethical AI: A Perspective on Argumentation and Logic Programming


Roberta Calegari, Andrea Omicini, Giovanni Sartor

AIxIA 2020 – Advances in Artificial Intelligence, cap. 2, pp. 19–36
Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence) 12414,  2021
Springer Nature
Matteo Baldoni, Stefania Bandini (a cura di)

In this paper we sketch a vision of explainability of intelligent systems as a logic approach suitable to be injected into and exploited by the system actors once integrated with sub-symbolic techniques.
In particular, we show how argumentation could be combined with different extensions of logic programming – namely, abduction, inductive logic programming, and probabilistic logic programming – to address the issues of explainable AI as well as some ethical concerns about AI.

(keywords) Explainable AI; Ethical AI; Argumentation; Logic programming; Abduction; Probabilistic LP; Inductive LP
 @incollection{xaiethics-aiia2020,
author = {Calegari, Roberta and Omicini, Andrea and Sartor, Giovanni},
booktitle = {AIxIA 2020 -- Advances in Artificial Intelligence},
doi = {10.1007/978-3-030-73065-9_2},
editor = {Baldoni, Matteo and Bandini, Stefania},
isbn = {978-3-030-77090-7},
issn = {0302-9743},
keywords = {Explainable AI; Ethical AI; Argumentation; Logic programming; Abduction; Probabilistic LP; Inductive LP},
pages = {19--36},
publisher = {Springer Nature},
series = {Lecture Notes in Computer Science},
title = {Explainable and Ethical {AI}: A Perspective on Argumentation and Logic Programming},
url = {http://link.springer.com/10.1007/978-3-030-77091-4_2},
url-pdf = {http://link.springer.com/content/pdf/10.1007/978-3-030-77091-4_2.pdf},
volume = 12414,
year = 2021

Riviste & collane

Eventi

  • 19th International Conference of the Italian Association for Artificial Intelligence (AIxIA 2020) — 24/11/2020–27/11/2020

Pubblicazione

— autori/autrici

Roberta Calegari, Andrea Omicini, Giovanni Sartor

— a cura di

Matteo Baldoni, Stefania Bandini

— stato

pubblicato

— tipo

articolo in atti

Sede di pubblicazione

— volume

AIxIA 2020 – Advances in Artificial Intelligence

— collana

Lecture Notes in Computer Science

— volume

12414

— capitolo

2

— pagine

19–36

— data di pubblicazione

2021

URL

pagina originale  |  PDF originale

Identificatori

— DOI

10.1007/978-3-030-73065-9_2

— DBLP

conf/aiia/CalegariOS20a

— IRIS

11585/838789

— Scopus

2-s2.0-85111351072

— print ISSN

0302-9743

— online ISSN

1611-3349

— print ISBN

978-3-030-77090-7

— online ISBN

978-3-030-77091-4

BibTeX

— BibTeX ID
xaiethics-aiia2020
— BibTeX category
incollection

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