Object Centric Process Model Examples
%2C%20which%20integrates%20events%20and%20objects%20into%20a%20graph%20structure%20with%20diverse%20node%20types.%20It%20does%20so%20without%20aggregating%20object%20features%2C%20thus%20creating%20a%20more%20nuanced%20and%20informative%20representation.%20We%20then%20adopt%20a%20heterogeneous%20Graph%20Neural%20Network%20architecture%2C%20which%20incorporates%20these%20diverse%20object%20features%20in%20prediction%20tasks.%20We%20evaluate%20the%20performance%20and%20scalability%20of%20HOEG%20in%20predicting%20remaining%20time%2C%20benchmarking%20it%20against%20two%20established%20graph-based%20encodings%20and%20two%20baseline%20models.%20Our%20evaluation%20uses%20three%20Object-Centric%20Event%20Logs%20(OCELs)%2C%20including%20one%20from%20a%20real-life%20process%20at%20a%20major%20Dutch%20financial%20institution.%20The%20results%20indicate%20that%20HOEG%20competes%20well%20with%20existing%20models%20and%20surpasses%20them%20when%20OCELs%20contain%20informative%20object%20attributes%20and%20event-object%20interactions.)
![Object-centric directly-follows graph [5] obtained filtering out the ...](https://www.researchgate.net/publication/366543133/figure/fig5/AS:11431281109244712@1671803723775/Object-centric-directly-follows-graph-5-obtained-filtering-out-the-20-of-most.jpg)
![Object-centric directly-follows graph [5] obtained filtering out the ...](https://www.researchgate.net/publication/366543133/figure/fig5/AS:11431281109244712@1671803723775/Object-centric-directly-follows-graph-5-obtained-filtering-out-the-20-of-most_Q320.jpg)
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