TY - GEN
T1 - Knowledge-based trace abstraction for semantic process mining
AU - Montani, Stefania
AU - Striani, Manuel
AU - Quaglini, Silvana
AU - Cavallini, Anna
AU - Leonardi, Giorgio
N1 - Publisher Copyright:
© Springer International Publishing AG 2017.
PY - 2017
Y1 - 2017
N2 - Many hospital information systems nowadays record data about the executed medical process instances in the form of traces in an event log. In this paper we present a framework able to convert actions found in the traces into higher level concepts, on the basis of domain knowledge. Abstracted traces are then provided as an input to semantic process mining. The approach has been tested in stroke care, where we show how the abstraction mechanism allows the user to mine process models that are easier to interpret, since unnecessary details are hidden, but key behaviors are clearly visible.
AB - Many hospital information systems nowadays record data about the executed medical process instances in the form of traces in an event log. In this paper we present a framework able to convert actions found in the traces into higher level concepts, on the basis of domain knowledge. Abstracted traces are then provided as an input to semantic process mining. The approach has been tested in stroke care, where we show how the abstraction mechanism allows the user to mine process models that are easier to interpret, since unnecessary details are hidden, but key behaviors are clearly visible.
UR - http://www.scopus.com/inward/record.url?scp=85021691848&partnerID=8YFLogxK
U2 - 10.1007/978-3-319-59758-4_30
DO - 10.1007/978-3-319-59758-4_30
M3 - Conference contribution
AN - SCOPUS:85021691848
SN - 9783319597577
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 267
EP - 271
BT - Artificial Intelligence in Medicine - 16th Conference on Artificial Intelligence in Medicine, AIME 2017, Proceedings
A2 - [surname]ten Teije, Annette
A2 - Popow, Christian
A2 - Sacchi, Lucia
A2 - Holmes, John H.
PB - Springer Verlag
T2 - 16th Conference on Artificial Intelligence in Medicine, AIME 2017
Y2 - 21 June 2017 through 24 June 2017
ER -