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We have introduced the concept of concept drift in process management, i.e., analyzing process changes based on event logs. We proposed feature sets and techniques to effectively detect the changes in event logs and identify the regions of change in a process. Our initial results show that heterogeneity of cases arising because of process changes can be effectively dealt with by detecting concept drifts. Once change points are identified, the event log can be partitioned and analyzed. This is the first step in the direction of dealing with changes in any process monitoring and analysis efforts. We have considered changes only with respect to the control flow perspective manifested as sudden and gradual drifts. Therefore, our analysis should only be observed as the starting point for a new subfield in the process management domain and there are lots of challenges that still need to be addressed.

ID del proyecto: 9245040

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Activo hace 8 años

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@mituld

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@sandyagg

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@vitalpeak

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$210 USD en 7 días

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