TY - GEN
T1 - Combining semantic lifting and ad-hoc contextual analysis in a data loss scenario
AU - Azzini, Antonia
AU - Damiani, Ernesto
AU - Zavatarelli, Francesco
N1 - Funding Information:
This work was partly funded by the Italian Ministry of Economic Development under the Industria 2015 contract - KITE.it project.
Publisher Copyright:
© IFIP International Federation for Information Processing 2015.
PY - 2015
Y1 - 2015
N2 - In this work we introduce the knowledge acquisition procedure supported in the KITE.it process management framework. We then illustrate how Process Mining techniques are supported in this framework proposing a running example featured in a Data Loss scenario. We then provide some lesson learned that can be generalized in similar contexts. In particular, we show how applying an appropriate Semantic Lifting to the log may help to discover behavioral patterns of the process that is actually being executed. Our conclusions spotlight that it is viable to verify whether some non-functional properties hold during the process execution. Moreover, we describe the impact that Semantics Lifting has on support and confidence of the inferred probabilities of observing these behavioral patterns.
AB - In this work we introduce the knowledge acquisition procedure supported in the KITE.it process management framework. We then illustrate how Process Mining techniques are supported in this framework proposing a running example featured in a Data Loss scenario. We then provide some lesson learned that can be generalized in similar contexts. In particular, we show how applying an appropriate Semantic Lifting to the log may help to discover behavioral patterns of the process that is actually being executed. Our conclusions spotlight that it is viable to verify whether some non-functional properties hold during the process execution. Moreover, we describe the impact that Semantics Lifting has on support and confidence of the inferred probabilities of observing these behavioral patterns.
KW - Business process monitoring
KW - Knowledge acquisition process
KW - Semantic lifting
UR - http://www.scopus.com/inward/record.url?scp=84923683593&partnerID=8YFLogxK
U2 - 10.1007/978-3-662-46436-6_5
DO - 10.1007/978-3-662-46436-6_5
M3 - Conference contribution
AN - SCOPUS:84923683593
T3 - Lecture Notes in Business Information Processing
SP - 87
EP - 109
BT - Data-Driven Process Discovery and Analysis - 3rd IFIP WG 2.6, 2.12 International Symposium, SIMPDA 2013, Revised Selected Papers
A2 - Accorsi, Rafael
A2 - Cudre-Mauroux, Philippe
A2 - Ceravolo, Paolo
PB - Springer Verlag
T2 - 3rd IFIP WG 2.6, 2.12 International Symposium on Data-driven Process Discovery and Analysis, SIMPDA 2013
Y2 - 30 August 2013 through 30 August 2013
ER -