GO4SOA: Goal-Oriented Modeling for SOA

Costa, Inaldo Capistrano; Oliveira, José M. Parente de

doi:10.5220/0005800902470254

Cited by 5 publications

(2 citation statements)

References 14 publications

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“…As Business Process Model and Notation (BPMN) formalism is the most well formal and popular tool, its used in our work to represent BP models and their related constraints. Example 1: In figure 2, a BPNM formalism expressing an online order management BP is shown [12]. This e-commerce application has been widely adopted around the world, particularly in 2021 with the Corona pandemic and it will be used throughout the paper to illustrate various aspects of BPs management and mining.…”

Section: Business Processesmentioning

confidence: 99%

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A Road-map for Mining Business Process Models via Artificial Intelligence Techniques

Chaima¹,

KHEBIZI²

2022

International Journal of Informatics and Applied Mathematics

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Nowadays, the size of data recorded and stored in enterprises information systems (IS) is increasing every second. To face to this phenomenon, contemporary technologies play a major role for gathering, analyzing, storing, and distributing data that enables organizations to make smart decisions and to take full control of their activities. The traditional Business Process (BP) mining techniques were intensively used to discover, monitor, and optimize processes from event-logs without needing any priory model. However, the majority of the suggested algorithms have exhibited their limits (such as discovering nested loops, managing duplicate and hidden tasks as well as dealing with concurrent processes). In parallel, recent advances in the Artificial Intelligence (AI) discipline have generated a great deal of enthusiasm in a large spectrum of research area. In this perspective, AI methods emerge as one of the pillars to overcome the drawbacks of the conventional approaches allowing anomalies detection, prediction and recommendation tasks on ongoing process instances at run-time. The aim of this work is to explore towards the use of AI techniques in the field of business process mining by presenting a state-of-the-art review ranging from traditional PM approaches to AI ones, as well as outlining a prospective road-map for mining business process models basing on AI techniques.

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Section: Business Processesmentioning

confidence: 99%

“…2. BPMN of online order management application's [12] procedure, while relation between nodes (Quotation handling, approve order) corresponds to activities (actions) to be accomplished to pass through nodes. This model can be deployed by any company for managing the online order fulfillment process.…”

Section: Business Processesmentioning

confidence: 99%