On the use of Process Mining and Machine Learning to support decision making in systems design
dc.contributor.author | ES-SOUFI, Widad |
dc.contributor.author
hal.structure.identifier | ROUCOULES, Lionel
|
dc.contributor.author | YAHIA, Esma |
dc.date.accessioned | 2016 |
dc.date.issued | 2016 |
dc.date.submitted | 2016 |
dc.identifier.uri | http://hdl.handle.net/10985/11339 |
dc.description.abstract | 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 and activity discovery and thus are high added value services that help reusing knowledge to support decision-making. This paper proposes a double layer framework aiming to identify the most significant process patterns to be executed depending on the design context. Simultaneously, it proposes the most significant parameters for each activity of the considered process pattern. The framework is applied on a specific design example and is partially implemented. |
dc.description.sponsorship | FUI GONTRAND |
dc.language.iso | en |
dc.publisher | Springer |
dc.rights | Post-print |
dc.subject | Collaborative design process, |
dc.subject | process mining, |
dc.subject | supervised classification, |
dc.subject | process patterns, |
dc.subject | decision-making |
dc.title | On the use of Process Mining and Machine Learning to support decision making in systems design |
dc.typdoc | Communication avec acte |
dc.localisation | Centre de Aix en Provence |
dc.subject.hal | Informatique: Ingénierie assistée par ordinateur |
dc.subject.hal | Informatique: Intelligence artificielle |
dc.subject.hal | Sciences de l'ingénieur: Mécanique: Génie mécanique |
ensam.audience | Internationale |
ensam.conference.title | International Conference on Product Lifecycle Management |
ensam.conference.date | 2016-07 |
ensam.country | Etats-Unis |
ensam.title.proceeding | Product Lifecycle Management :proceedings |
ensam.page | 10.p |
ensam.city | Columbia |
ensam.peerReviewing | Oui |
ensam.invitedCommunication | Non |
ensam.proceeding | Oui |
hal.description.error | {"duplicate-entry":{"hal-01403073":{"ensam":"1.0"}}} |
hal.identifier | hal-01403073 |
hal.version | 1 |
hal.submission.permitted | updateMetadata |
hal.status | accept |