TY - GEN
T1 - DCR4Py: A PM4Py Library Extension for Declarative Process Mining in Python
AU - Hermansen, Simon V.H.
AU - Jónsson, Ragnar
AU - Kjeldsen, Jonas L.
AU - Slaats, Tijs
AU - Cosma, Vlad Paul
AU - López, Hugo A.
PY - 2024
Y1 - 2024
N2 - DCR4Py is the first open-source library to offer a broad range of features and up-to-date algorithms for Dynamic Condition Response Graphs. It extends the popular PM4Py library with a new declarative language and matches PM4Py’s GPL3 license, design, installation steps, maturity, and performance. Our key contribution consists of an open-source implementation in Python of all existing discovery and conformance-checking algorithms for DCR graphs, as well as import and export capabilities, visualization, and conversion, all in a single, well-documented, open-access, easy-to-use library that closely follows the research literature definitions and nomenclature.
AB - DCR4Py is the first open-source library to offer a broad range of features and up-to-date algorithms for Dynamic Condition Response Graphs. It extends the popular PM4Py library with a new declarative language and matches PM4Py’s GPL3 license, design, installation steps, maturity, and performance. Our key contribution consists of an open-source implementation in Python of all existing discovery and conformance-checking algorithms for DCR graphs, as well as import and export capabilities, visualization, and conversion, all in a single, well-documented, open-access, easy-to-use library that closely follows the research literature definitions and nomenclature.
KW - DCR Graphs
KW - Declarative process mining
KW - Open-source software
KW - PM4Py
M3 - Article in proceedings
VL - 3783
T3 - CEUR Workshop Proceedings
BT - Proceedings of the ICPM 2024 Tool Demonstration Track
PB - CEUR-WS
T2 - 6th International Conference on Process Mining
Y2 - 14 October 2024 through 18 October 2024
ER -