Uncertainty Aware AI ML: Why and How

• DOI: 10.48550/arxiv.1809.07882
• Publication Date: 2018-01-01
• Authors: Lance Kaplan; Federico Cerutti; Murat Şensoy; Alun Preece; Paul Sullivan
• Keywords: Value (mathematics)

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