HOEG: A New Approach for Object-Centric Predictive Process Monitoring

arXiv:2404.05316v1 Announce Type: new
Abstract: Predictive Process Monitoring focuses on predicting future states of ongoing process executions, such as forecasting the remaining time. Recent developments in Object-Centric Process Mining have enriched event data with objects and their explicit relations between events. To leverage this enriched data, we propose the Heterogeneous Object Event Graph encoding (HOEG), which integrates events and objects into a graph structure with diverse node types. It does so without aggregating object features, thus creating a more nuanced …

abstract arxiv cs.lg data event events forecasting future mining monitoring object objects predictive process process mining relations type