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.

Roberta Calegari, A.O. (2021). Explainable and Ethical AI: A Perspective on Argumentation and Logic Programming. Cham : Springer Nature [10.1007/978-3-030-77091-4_2].

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

Roberta Calegari;Andrea Omicini;Giovanni Sartor
2021

Abstract

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.
2021
AIxIA 2020 – Advances in Artificial Intelligence
19
36
Roberta Calegari, A.O. (2021). Explainable and Ethical AI: A Perspective on Argumentation and Logic Programming. Cham : Springer Nature [10.1007/978-3-030-77091-4_2].
Roberta Calegari, Andrea Omicini, Giovanni Sartor
File in questo prodotto:
File Dimensione Formato  
COS-AIIA2020.pdf

accesso aperto

Tipo: Postprint
Licenza: Licenza per accesso libero gratuito
Dimensione 715.13 kB
Formato Adobe PDF
715.13 kB Adobe PDF Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/838789
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 5
  • ???jsp.display-item.citation.isi??? 1
social impact