Orientation and conformance: A HMM-based approach to online conformance checking
作者：
Highlights：
• An online conformance checking technique is proposed.
• Proposed technique balances between making sense at the process level and putting emphasis on the current information.
• Proposed technique maintains constant time and space complexity per event given the process model.
• Experimental results on benchmark synthetic dataset shows a F1-score of 0.923 in the classification of whether if a case is conforming.
• Experimental results on a real-life dataset identifies specific conformance issues.
摘要
•An online conformance checking technique is proposed.•Proposed technique balances between making sense at the process level and putting emphasis on the current information.•Proposed technique maintains constant time and space complexity per event given the process model.•Experimental results on benchmark synthetic dataset shows a F1-score of 0.923 in the classification of whether if a case is conforming.•Experimental results on a real-life dataset identifies specific conformance issues.
论文关键词：Conformance checking,Online processing,Business process management
论文评审过程：Received 5 February 2020, Revised 3 August 2020, Accepted 3 November 2020, Available online 7 November 2020, Version of Record 10 August 2021.
论文官网地址：https://doi.org/10.1016/j.is.2020.101674
