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Automated discovery of process models from event logs: Review and benchmark
Process mining allows analysts to exploit logs of historical executions of business processes
to extract insights regarding the actual performance of these processes. One of the most …
to extract insights regarding the actual performance of these processes. One of the most …
[HTML][HTML] Machine learning in business process management: A systematic literature review
Abstract Machine learning (ML) provides algorithms to create computer programs based on
data without explicitly programming them. In business process management (BPM), ML …
data without explicitly programming them. In business process management (BPM), ML …
[PDF][PDF] Declarative process specifications: reasoning, discovery, monitoring
C Di Ciccio, M Montali - Process mining handbook, 2022 - library.oapen.org
The declarative specification of business processes is based upon the elicitation of
behavioural rules that constrain the legal executions of the process. The carry-out of the …
behavioural rules that constrain the legal executions of the process. The carry-out of the …
Extracting declarative process models from natural language
Process models are an important means to capture information on organizational operations
and often represent the starting point for process analysis and improvement. Since the …
and often represent the starting point for process analysis and improvement. Since the …
[HTML][HTML] Process mining meets model learning: Discovering deterministic finite state automata from event logs for business process analysis
Within the process mining field, Deterministic Finite State Automata (DFAs) are largely
employed as foundation mechanisms to perform formal reasoning tasks over the information …
employed as foundation mechanisms to perform formal reasoning tasks over the information …
Visual drift detection for event sequence data of business processes
Event sequence data is increasingly available in various application domains, such as
business process management, software engineering, or medical pathways. Processes in …
business process management, software engineering, or medical pathways. Processes in …
Probabilistic declarative process mining
In a variety of application domains,(business) processes are intrinsically uncertain.
Surprisingly, only very few languages and techniques in BPM consider uncertainty as a first …
Surprisingly, only very few languages and techniques in BPM consider uncertainty as a first …
Service manufacturing: Basic concepts and technologies
A Kusiak - Journal of Manufacturing Systems, 2019 - Elsevier
Manufacturing is undergoing transformation driven the developments in process technology,
information technology, and data science. The incoming changes are disruptive and will …
information technology, and data science. The incoming changes are disruptive and will …
Process mining: a guide for practitioners
In the last years, process mining has significantly matured and has increasingly been
applied by companies in industrial contexts. However, with the growing number of process …
applied by companies in industrial contexts. However, with the growing number of process …
What makes life for process mining analysts difficult? a reflection of challenges
Over the past few years, several software companies have emerged that offer process
mining tools to assist enterprises in gaining insights into their process executions. However …
mining tools to assist enterprises in gaining insights into their process executions. However …