Non-deterministic solvers and explainable AI through trajectory mining.

Fyvie, Martin; McCall, John A.W.; Christie, Lee A.

Abstract

Traditional methods of creating explanations from complex systems involving the use of AI have resulted in a wide variety of tools available to users to generate explanations regarding algorithm and network designs. This however has traditionally been aimed at systems that mimic the structure of human thought such as neural networks. The growing adoption of AI systems in industries has led to research and roundtables regarding the ability to extract explanations from other systems such as Non-Deterministic algorithms. This family of algorithms can be analysed but the explanation of events can often be difficult for non-experts to understand. Mentioned is a potential path to the generation of explanations that would not require expert-level knowledge to be correctly understood.

Citation

FYVIE, M., MCCALL, J.A.W. and CHRISTIE, L.A. 2021. Non-deterministic solvers and explainable AI through trajectory mining. In Martin, K., Wiratunga, N. and Wijekoon, A. (eds.) SICSA XAI workshop 2021: proceedings of 2021 SICSA (Scottish Informatics and Computer Science Alliance) eXplainable artificial intelligence workshop (SICSA XAI 2021), 1st June 2021, [virtual conference]. CEUR workshop proceedings, 2894. Aachen: CEUR-WS [online], session 4, pages 75-78. Available from: http://ceur-ws.org/Vol-2894/poster2.pdf

• Presentation Conference Type: Conference Paper (published)
• Conference Name: 2021 SICSA (Scottish Informatics and Computer Science Alliance) eXplainable artificial intelligence workshop (SICSA XAI 2021)
• Start Date: Jun 1, 2021
• Acceptance Date: May 20, 2021
• Online Publication Date: Jun 1, 2021
• Publication Date: Jul 2, 2021
• Deposit Date: Jul 30, 2021
• Publicly Available Date: Jul 30, 2021
• Publisher: CEUR-WS
• Peer Reviewed: Peer Reviewed
• Pages: 75-78
• Series Title: CEUR workshop proceedings
• Series Number: 2894
• Series ISSN: 1613-0073
• Book Title: SICSA XAI workshop 2021: proceedings of 2021 SICSA (Scottish Informatics and Computer Science Alliance) eXplainable artificial intelligence workshop (SICSA XAI 2021)
• Keywords: Data mining; Non-deterministic; Trajectories; XAI
• Public URL: https://rgu-repository.worktribe.com/output/1395881
• Publisher URL: http://ceur-ws.org/Vol-2894/