Uncertainty aware AI ML: Why and how [Pre print]

Kaplan, Lance, Cerutti, Federico ORCID: https://orcid.org/0000-0003-0755-0358, Sensoy, Murat, Preece, Alun David ORCID: https://orcid.org/0000-0003-0349-9057 and Sullivan, Paul 2018. Uncertainty aware AI ML: Why and how [Pre print].

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Abstract

This paper argues the need for research to realize uncertainty-aware artificial intelligence and machine learning (AI\&ML) systems for decision support by describing a number of motivating scenarios. Furthermore, the paper defines uncertainty-awareness and lays out the challenges along with surveying some promising research directions. A theoretical demonstration illustrates how two emerging uncertainty-aware ML and AI technologies could be integrated and be of value for a route planning operation.

Item Type:	Working paper
Date Type:	Completion
Status:	Unpublished
Schools:	Schools > Computer Science & Informatics Research Institutes & Centres > Crime and Security Research Institute (CSURI)
Additional Information:	Presented at: AAAI FSS-18: Artificial Intelligence in Government and Public Sector Proceedings, Arlington, VA, USA, 18-20 October 2018
Date of First Compliant Deposit:	19 October 2018
Last Modified:	25 Aug 2026 10:00
URI:	https://orca.cardiff.ac.uk/id/eprint/116032

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