Conformance checking over uncertain event data
نویسندگان
چکیده
The strong impulse to digitize processes and operations in companies enterprises have resulted the creation automatic recording of an increasingly large amount process data information systems. These are made available form event logs. Process mining techniques enable process-centric analysis data, including automatically discovering models checking if conform a given model. In this paper, we analyze previously unexplored setting uncertain such logs uncertainty is recorded explicitly, i.e., time, activity case may be unclear or imprecise. work, define taxonomy models, examine challenges that poses on discovery conformance checking. Finally, show how upper lower bounds for can obtained by aligning trace onto regular
منابع مشابه
Conformance Checking Based on Partially Ordered Event Data
Conformance checking is becoming more important for the analysis of business processes. While the diagnosed results of conformance checking techniques are used in diverse context such as enabling auditing and performance analysis, the quality and reliability of the conformance checking techniques themselves have not been analyzed rigorously. As the existing conformance checking techniques heavi...
متن کاملDesire lines in big data : using event data for process discovery and conformance checking
Recently, the Task Force on Process Mining released the Process Mining Manifesto. The manifesto is supported by 53 organizations and 77 process mining experts contributed to it. The active contributions from end-users, tool vendors, consultants, analysts, and researchers illustrate the growing relevance of process mining as a bridge between data mining and business process modeling. This paper ...
متن کاملProcess Conformance Checking by Relaxing Data Dependencies
Given the events modeled by a business process, it may happen in the presence of alternative execution paths that the data required by a certain event determines somehow what event is executed next. Then, the process can be modeled by using an approximate functional dependency between the data required by both events. We apply this approach in the context of conformance checking: given a busine...
متن کاملOnline Conformance Checking for Petri Nets and Event Streams
Within process mining, we can identify conformance checking as the task of computing the extent to which executions of a process model are in line with the reference behavior. Most approaches currently available in the literature (for imperative models, such as Petri nets) perform just a-posteriori analyses. This means that the amount of nonconformant behavior is quantified after the completion...
متن کاملAligning Event Logs and Declarative Process Models for Conformance Checking
Process mining can be seen as the “missing link” between data mining and business process management. Although nowadays, in the context of process mining, process discovery attracts the lion’s share of attention, conformance checking is at least as important. Conformance checking techniques verify whether the observed behavior recorded in an event log matches a modeled behavior. This type of an...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Information Systems
سال: 2021
ISSN: ['0306-4379', '1873-6076']
DOI: https://doi.org/10.1016/j.is.2021.101810