Monitoring and analyzing process traces is important for modern companies and organizations.Abstract Argumentation Framework (AAF) is used to interpret trace events into corresponding activities.Proposed approach combines machine learning with reason-based analysis for efficient event interpretation.The approach aims to offer explanations for conflicting event interpretations, leveraging prior knowledge to reduce computational costs.