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A stream reasoning framework based on a multi-agents model

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Résumé

Processing on-the-fly high volume of data streams is increasingly needed. To cope with the heterogeneity of this data, RDF model is more and more being adopted leading to plethora of RDF Stream Processing (RSP) systems and languages dealing with issues such as continuous querying, incremental reasoning and complex event processing (CEP). However, most of them has implemented centralized approaches and therefore suffer from some limitations as collaboration, sharing, expressiveness and scalability. Multi-agents systems have widely proven their worth and efficiency in particular their intrinsic decentralized property along with their cooperation and communication mechanism. In this paper we propose a new framework MAS4MEAN (Multi-Agent System for streaM rEAsoNing) based on a multi-agents model to embrace their benefits and tackle the challenges of increasing the scalability and ease of deployment in highly dynamic environments. A preliminary experimental evaluation with a real-world dataset show promising results when compared to an existing work.

langue originaleAnglais
titre35th Annual ACM Symposium on Applied Computing, SAC 2020
EditeurAssociation for Computing Machinery
Pages509-512
Nombre de pages4
ISBN (Electronique)9781450368667
Les DOIs
étatPublié - 30 mars 2020
Evénement35th Annual ACM Symposium on Applied Computing, SAC 2020 - Brno, République tchcque
Durée: 30 mars 20203 avr. 2020

Série de publications

NomProceedings of the ACM Symposium on Applied Computing

Une conférence

Une conférence35th Annual ACM Symposium on Applied Computing, SAC 2020
Pays/TerritoireRépublique tchcque
La villeBrno
période30/03/203/04/20

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