Bibliographie
Analysis of Multi-Agent Interactions with Process Mining Techniques
Lawrence Cabac
, Nicolas Knaak, Daniel Moldt, and Heiko Rölke.
Analysis of multi-agent interactions with process mining techniques.
In Multiagent System Technologies. 4th German Conference, MATES
2006 Erfurt, Germany. Proceedings, volume 4196 of Lecture Notes in
Computer Science, pages 12-23, Berlin, Heidelberg, New York, 2006.
Springer-Verlag.
Kurzfassung: Process mining and multi-agent models are powerful techniques for the analysis of processes and organizations. However, the integration of both fields has seldom been considered due to the lack of common conceptual background. We propose to close this gap by using Petri nets as an operational semantics and consider process mining a useful addition to monitor and debug multi-agent systems in the development phase. Mining results can be represented in the formalized form of Petri nets that allows to validate or verify the actual behavior.
On our way to mining complex interactions within (simulated) organizations, we present a plug-in extension of our Petri nets-based agent platform Mulan/Capa for recording interaction logs. Using process mining, the logs can be mapped by some intermediate steps to agent protocols e.g. represented as AgentUML interaction protocol diagrams. These diagrams are a descriptive representation form that combines organizational and control flow information. Furthermore, they can be mapped to executable Petri nets, thus allowing to feed mining results back into the design phase.
BibTeX-Eintrag
@InProceedings{Cabac+06c,
author = {Cabac, Lawrence and Knaak, Nicolas and Moldt, Daniel and R{\"o}lke, Heiko},
title = {Analysis of Multi-Agent Interactions with Process Mining Techniques},
booktitle = {Multiagent System Technologies.
4th German Conference, MATES 2006 Erfurt, Germany.
Proceedings},
pages = {12--23},
series = LNCS,
volume = {4196},
year = 2006,
doi = {10.1007/11872283_2},
ISBN = {978-3-540-45376-5},
publisher = Springer,
address = Springer.addr,
keywords = {agent interactions, conversations, high-level Petri nets,
interaction mining, mining, multi-agent systems, Mulan,
modeling, nets-within-nets, process mining, reference nets,
Renew, simulation},
abstract = {Process mining and multi-agent models are powerful
techniques for the analysis of processes and
organizations. However, the integration of both fields
has seldom been considered due to the lack of common
conceptual background. We propose to close this gap by
using Petri nets as an operational semantics and consider
process mining a useful addition to monitor and debug
multi-agent systems in the development phase. Mining
results can be represented in the formalized form of
Petri nets that allows to validate or verify the actual
behavior.
\par
On our way to mining complex interactions within
(simulated) organizations, we present a plug-in extension
of our Petri nets-based agent platform Mulan/Capa for
recording interaction logs. Using process mining, the
logs can be mapped by some intermediate steps to agent
protocols e.g. represented as AgentUML interaction
protocol diagrams. These diagrams are a descriptive
representation form that combines organizational and
control flow information. Furthermore, they can be mapped
to executable Petri nets, thus allowing to feed mining
results back into the design phase.},
annote = {filename: mining.tex}
}
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