TY  - CPAPER
AU  - Kalenkova, A
AU  - Polyvyanyy, A
Y2  - 2020/11/26
Y1  - 2020
SN  - 9783030653095
SN  - 0302-9743
UR  - http://hdl.handle.net/11343/251953
AB  - Modern software systems are often built using service-oriented principles. Atomic components, be that web-or micro services, allow constructing flexible and loosely coupled systems. In such systems, services are building blocks orchestrated by business processes the system supports. Due to the complexity and heterogeneity of industrial software systems, implemented processes may deviate from those initially designed. In this paper, we propose a spectrum of conformance measurements. The spectrum results from a generalization of the recently introduced entropy-based approaches for measuring precision and recall between observed process executions and designed process models. The new generalized measures of precision and recall inherit the desired for this class of measures properties and provide analysts with flexible control over the sensitivity for identifying commonalities and discrepancies in the compared processes and performance of the techniques. The reported evaluation based on our implementation of the measures over real-world event logs and automatically discovered models confirms the feasibility of using the approach in industrial settings.
PB  - Springer
T1  - A Spectrum of Entropy-Based Precision and Recall Measurements Between Partially Matching Designed and Observed Processes
DO  - 10.1007/978-3-030-65310-1_24
IS  - Lecture Notes in Artificial Intelligence
VL  - 12571 LNCS
SP  - 337-354
OP  - DP180102839
L1  - /bitstream/handle/11343/251953/A%20Spectrum%20of%20Entropy-Based%20Precision%20and%20Recall%20Measurements%20Between%20Partially%20Matching%20Designed%20and%20Observed%20Processes%20-%20POSTPRINT.pdf?sequence=2&isAllowed=y
ER  -