Predictive Process Monitoring Using Object-Centric Graph Embeddings

2025/07/21 by Wissam Gherissi, Mehdi Acheli, Gherissi, Wissam +5 · 1 voice
Business, Management and Accounting · Computer Science · Decision Sciences · #Business Process Modeling and Analysis #Data Quality and Management #Semantic Web and Ontologies

paper · doi:10.1007/978-981-96-7238-7_5

openalex publication_date 2025/07/22 · crossref created 2025/07/22 · crossref issued 2025/07/23 · crossref published 2025/07/23 · crossref published-online 2025/07/23 · openalex created_date 2025/10/10 · crossref published-print 2026/01/01 · crossref deposited 2026/03/27 · crossref indexed 2026/06/08 · openalex updated_date 2026/07/29

Abstract

Object-centric predictive process monitoring explores and utilizes object-centric event logs to enhance process predictions. The main challenge lies in extracting relevant information and building effective models. In this paper, we propose an end-to-end model that predicts future process behavior, focusing on two tasks: next activity prediction and next event time. The proposed model employs a graph attention network to encode activities and their relationships, combined with an LSTM network to handle temporal dependencies. Evaluated on one reallife and three synthetic event logs, the model demonstrates competitive performance compared to state-of-the-art methods.

Citations

• PGTNet: A Process Graph Transformer Network for Remaining Time Prediction of Business Process Instances
• Monitoring Constraints in Business Processes Using Object-Centric Constraint Graphs
• Defining Cases and Variants for Object-Centric Event Data
• Recipe for a General, Powerful, Scalable Graph Transformer
• Object-centric Process Predictive Analytics
• Embedding Graph Convolutional Networks in Recurrent Neural Networks for Predictive Monitoring
• Precision and Fitness in Object-Centric Process Mining
• ProcessTransformer: Predictive Business Process Monitoring with Transformer Network
• Discovering Object-Centric Petri Nets
• Exploiting Event Log Event Attributes in RNN Based Prediction
• Graph Attention Networks

Discussions

• 📖 New LAMSADE paper: Predictive Process Monitoring Using Object-Centric Graph Embeddings. (ICSOC Workshops (1)) https://doi.org/10.1007/978-981-96-7238-7_5 [bsky, 0 points, 0 comments]