Specification-driven predictive business process monitoring
نویسندگان
چکیده
منابع مشابه
Specification-Driven Multi-Perspective Predictive Business Process Monitoring (Extended Version)
Predictive analysis in business process monitoring aims at forecasting the future information of a running business process. The prediction is typically made based on the model extracted from historical process execution logs (event logs). In practice, different business domains might require different kinds of predictions. Hence, it is important to have a means for properly specifying the desi...
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Business process execution generates great amounts of information on process results and intermediate activities. Most of this information is represented by events linked to their related process execution. Process monitoring uses such events and links to correlate incoming events to their corresponding process instances. These links may however get lost in the process of event capturing or not...
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Predictive business process monitoring methods exploit logs of completed cases of a process in order to make predictions about running cases thereof. Existing methods in this space are tailor-made for specific prediction tasks. Moreover, their relative accuracy is highly sensitive to the dataset at hand, thus requiring users to engage in trial-anderror and tuning when applying them in a specifi...
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Predictive business process monitoring is concerned with continuously analyzing the events produced by the execution of a business process in order to predict as early as possible the outcome of each ongoing case thereof. Previous work has approached the problem of predictive process monitoring when the observed events carry structured data payloads consisting of attribute-value pairs. In pract...
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As organizations gain awareness of the potential business value locked in their process execution event logs, “evidence-based” business process management (BPM) becomes a common tool for process analysts. In contrast to traditional process monitoring techniques which are typically performed using data from running process instances only, predictive evidence-based BPM methods tap also into histo...
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ژورنال
عنوان ژورنال: Software and Systems Modeling
سال: 2019
ISSN: 1619-1366,1619-1374
DOI: 10.1007/s10270-019-00761-w