With the growing interest in Big Data technologies, companies and organizations are devoting much effort to designing Big Data Analytics (BDA) applications that may increase their competitiveness or foster innovation. However, BDA design requires expertise and economic resources that may not always available. To overcome this limit, the TOREADOR project has proposed a model-based BDAaaS (MBDAaaS) approach to guarantee the automation of BDA applications design, allowing users to focus on business cases without having to deal with technical aspects of data storage and management. Although many platforms providing BDA services are available, most of them exploit ontologies only for data representation and not for describing the BDA computation itself. This paper describes how the Semantic technologies meet MBDAaaS in the TOREADOR project.

Semantic Support for Model Based Big Data Analytics-as-a-Service (MBDAaaS) / D. Redavid, D. Malerba, B. Di Martino, A. Esposito, C.A. Ardagna, V. Bellandi, P. Ceravolo, E. Damiani (ADVANCES IN INTELLIGENT SYSTEMS AND COMPUTING). - In: Complex, Intelligent, and Software Intensive Systems : Proceedings / [a cura di] L. Barolli, N. Javaid, M. Ikeda, M. Takizawa. - [s.l] : Springer, 2019. - ISBN 9783319936581. - pp. 1012-1021 (( Intervento presentato al 12. convegno International Conference on Complex, Intelligent, and Software Intensive Systems tenutosi a Matsue nel 2018 [10.1007/978-3-319-93659-8_94].

Semantic Support for Model Based Big Data Analytics-as-a-Service (MBDAaaS)

C.A. Ardagna;V. Bellandi;P. Ceravolo;E. Damiani
2019

Abstract

With the growing interest in Big Data technologies, companies and organizations are devoting much effort to designing Big Data Analytics (BDA) applications that may increase their competitiveness or foster innovation. However, BDA design requires expertise and economic resources that may not always available. To overcome this limit, the TOREADOR project has proposed a model-based BDAaaS (MBDAaaS) approach to guarantee the automation of BDA applications design, allowing users to focus on business cases without having to deal with technical aspects of data storage and management. Although many platforms providing BDA services are available, most of them exploit ontologies only for data representation and not for describing the BDA computation itself. This paper describes how the Semantic technologies meet MBDAaaS in the TOREADOR project.
Big Data as a service; Semantic web services; Big Data ontology; Parallel Patterns
Settore INF/01 - Informatica
TrustwOrthy model-awaRE Analytics Data platfORm
Book Part (author)
File in questo prodotto:
File Dimensione Formato  
1570448346_Domenico_Redavid_CISIS_2018.pdf

accesso aperto

Tipologia: Post-print, accepted manuscript ecc. (versione accettata dall'editore)
Dimensione 637.91 kB
Formato Adobe PDF
637.91 kB Adobe PDF Visualizza/Apri
Pubblicazioni consigliate

Caricamento pubblicazioni consigliate

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2434/579904
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 3
  • ???jsp.display-item.citation.isi??? 1
social impact