TY - JOUR
T1 - Using process mining to learn from process changes in evolutionary systems
AU - Günther, Christian W.
AU - Rinderle-Ma, Stefanie
AU - Reichert, Manfred
AU - van der Aalst, Wil M.P.
AU - Recker, Jan
PY - 2008/7
Y1 - 2008/7
N2 - Traditional information systems struggle with the requirement to provide flexibility and process support while still enforcing some degree of control. Accordingly, adaptive Process Management Systems (PMSs) have emerged that provide some flexibility by enabling dynamic process changes during runtime. Based on the assumption that these process changes are recorded explicitly, we present two techniques for mining change logs in adaptive PMSs; that is, we do not only analyse the execution logs of the operational processes, but also consider the adaptations made at the process instance level. The change processes discovered through process mining provide an aggregated overview of all changes that happened so far. Using process mining as an analysis tool we show in this paper how better support can be provided for truly flexible processes by understanding when and why process changes become necessary.
AB - Traditional information systems struggle with the requirement to provide flexibility and process support while still enforcing some degree of control. Accordingly, adaptive Process Management Systems (PMSs) have emerged that provide some flexibility by enabling dynamic process changes during runtime. Based on the assumption that these process changes are recorded explicitly, we present two techniques for mining change logs in adaptive PMSs; that is, we do not only analyse the execution logs of the operational processes, but also consider the adaptations made at the process instance level. The change processes discovered through process mining provide an aggregated overview of all changes that happened so far. Using process mining as an analysis tool we show in this paper how better support can be provided for truly flexible processes by understanding when and why process changes become necessary.
KW - Change mining
KW - Process mining
KW - Process-aware information systems
UR - http://www.scopus.com/inward/record.url?scp=47549115253&partnerID=8YFLogxK
U2 - 10.1504/IJBPIM.2008.019348
DO - 10.1504/IJBPIM.2008.019348
M3 - Article
AN - SCOPUS:47549115253
SN - 1741-8763
VL - 3
SP - 61
EP - 78
JO - International Journal of Business Process Integration and Management
JF - International Journal of Business Process Integration and Management
IS - 1
ER -