How do I update my model? On the resilience of Predictive Process Monitoring models to change

• Published in: arXiv.org
• Main Authors: Williams, Rizzi, Chiara Di Francescomarino, Ghidini, Chiara, Maggi, Fabrizio Maria
• Format: Paper Journal Article
• Language: English
• Published: Ithaca Cornell University Library, arXiv.org 25.10.2023
• Subjects: Algorithms; Computer Science - Artificial Intelligence; Computer Science - Learning; Machine learning; Monitoring; Prediction models

Existing well investigated Predictive Process Monitoring techniques typically construct a predictive model based on past process executions, and then use it to predict the future of new ongoing cases, without the possibility of updating it with new cases when they complete their execution. This can...