{"type":"ScholarlyArticle","title":"VisioRed: A Visualisation Tool for Interpretable Predictive Maintenance","authors":[{"name":"Spyridon Paraschos","slug":"spyridon-paraschos","given":"Spyridon","family":"Paraschos","affiliation":""},{"name":"Ioannis Mollas","slug":"ioannis-mollas","given":"Ioannis","family":"Mollas","affiliation":""},{"name":"Nick Bassiliades","slug":"nick-bassiliades","given":"Nick","family":"Bassiliades","affiliation":""},{"name":"Grigorios Tsoumakas","slug":"grigorios-tsoumakas","given":"Grigorios","family":"Tsoumakas","affiliation":""}],"abstract":"The use of machine learning rapidly increases in high-risk scenarios where decisions are required, for example in healthcare or industrial monitoring equipment. In crucial situations, a model that can offer meaningful explanations of its decision-making is essential. In industrial facilities, the equipment's well-timed maintenance is vital to ensure continuous operation to prevent money loss. Using machine learning, predictive and prescriptive maintenance attempt to anticipate and prevent eventual system failures. This paper introduces a visualisation tool incorporating interpretations to display information derived from predictive maintenance models, trained on time-series data.","doi":"10.24963/ijcai.2021/713","url":"https://ijcai.org/proceedings/2021/713","pdf":"https://ijcai.org/proceedings/2021/0713.pdf","markdown":"https://ijcai.org/proceedings/2021/713.md","bibtex":"https://ijcai.org/proceedings/2021/bibtex/713","volume":{"slug":"2021","title":"Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence","short_title":"IJCAI 2021","url":"https://ijcai.org/proceedings/2021/","year":2021,"location":"Montreal","dates":"19-27 August 2021","editors":"Prof. Zhi-Hua Zhou","isbn":"978-0-9992411-9-6","publisher":"International Joint Conferences on Artificial Intelligence Organization","doi_prefix":"10.24963/ijcai.2021"},"section":"Demo Track","track":"Demo Track","number":713,"pages":{"first":5004,"last":5007},"keywords":["Machine Learning: General","Human-Computer Interaction: General"],"videos":[],"references":[],"license_note":"Copyright International Joint Conferences on Artificial Intelligence."}