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A Process Mining Based Approach to Support Decision Making

Communication avec acte
Auteur
ES-SOUFI, Widad
ccROUCOULES, Lionel
199402 Laboratoire des Sciences de l'Information et des Systèmes [LSIS]
ccYAHIA, Esma

URI
http://hdl.handle.net/10985/12514
DOI
10.1007/978-3-319-72905-3_24
Date
2017

Résumé

Currently, organizations tend to reuse their past knowledge to make good decisions quickly and effectively and thus, to improve their business processes performance in terms of time, quality, efficiency, etc. Process mining techniques allow organizations to achieve this objective through process discovery. This paper develops a semi-automated approach that supports decision making by discovering decision rules from the past process executions. It identifies a ranking of the process patterns that satisfy the discovered decision rules and which are the most likely to be executed by a given user in a given context. The approach is applied on a supervision process of the gas network exploitation

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  • Laboratoire d’Ingénierie des Systèmes Physiques Et Numériques (LISPEN)

Documents liés

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  • On the use of Process Mining and Machine Learning to support decision making in systems design 
    Communication avec acte
    ES-SOUFI, Widad; ccROUCOULES, Lionel; ccYAHIA, Esma (Springer, 2016)
    Research on process mining and machine learning techniques has recently received a significant amount of attention by product development and management communities. Indeed, these techniques allow both an automatic process ...
  • Engineering design memory for design rationale and change management toward innovation 
    Article dans une revue avec comité de lecture
    ES-SOUFI, Widad; TICHKIEWITCH, Serge; ccROUCOULES, Lionel; ccYAHIA, Esma (Elsevier, 2016)
    As the metaphor of a film, engineering design is a process where stakeholders take decisions from product requirements to the final designed system. Unfortunately, industries lack of long term project memories to go back ...
  • Collaborative Design and Supervision Processes Meta-Model for Rationale Capitalization 
    Chapitre d'ouvrage scientifique
    ES-SOUFI, Widad; ccROUCOULES, Lionel; ccYAHIA, Esma (Springer International Publishing, 2016)
    Companies act today in a collaborative way, and have to master their product design and supervision processes to remain productive and reactive to the perpetual changes in the industrial context. To achieve this, authors ...
  • A Dynamic Contextual Change Management Application for Real Time Decision-Making Support 
    Article dans une revue avec comité de lecture
    ES-SOUFI, Widad; ccROUCOULES, Lionel; ccYAHIA, Esma (Springer International Publishing, 2018)
    Decision making is a fundamental process within organizations for many reasons. It is indeed involved at all levels (new product decisions, management and marketing decisions, etc.) and has a direct impact on companies’ ...
  • Digital Continuity Based on Reinforcement Learning Model Transformation 
    Conférence invitée
    BRILHAULT, Quentin; ccESMA, YAHIA; ccLIONEL, ROUCOULES (Springer, 2022-09-25)
    With the importance gained by Service-Oriented Architectures (SOA) to simplify and decompose complex enterprise information system into autonomous, modular, reusable and, flexible model, the need to make models interoperable ...

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