Toward Model-Based Big Data-as-a-Service: The TOREADOR Approach

The full potential of Big Data Analytics (BDA) can be unleashed only by overcoming hurdles like the high architectural complexity and lack of transparency of Big Data toolkits, as well as the high cost and lack of legal clearance of data collection, access and processing procedures. We first discuss the notion of Big Data Analytics-as-a-Service (BDAaaS) to help potential users of BDA in overcoming such hurdles. We then present TOREADOR, a first approach to BDAaaS.

[1]  Deborah L. McGuinness,et al.  Bringing Semantics to Web Services: The OWL-S Approach , 2004, SWSWPC.

[2]  Kirsten E. Martin Ethical Issues in the Big Data Industry , 2015, MIS Q. Executive.

[3]  Lech J. Janczewski,et al.  Adoption of Big Data Solutions: A study on its security determinants using Sec-TOE Framework , 2016, CONF-IRM.

[4]  Dazhong Wu,et al.  Cloud manufacturing: Strategic vision and state-of-the-art☆ , 2013 .

[5]  Nayem Rahman,et al.  Factors Affecting Big Data Technology Adoption , 2016 .

[6]  Carl Boettiger,et al.  An introduction to Docker for reproducible research , 2014, OPSR.

[7]  Joseph K. Liu,et al.  Toward efficient and privacy-preserving computing in big data era , 2014, IEEE Network.

[8]  Ernesto Damiani,et al.  Big data analytics as-a-service: Issues and challenges , 2016, 2016 IEEE International Conference on Big Data (Big Data).

[9]  J. Manyika Big data: The next frontier for innovation, competition, and productivity , 2011 .

[10]  Jignesh M. Patel,et al.  Big data and its technical challenges , 2014, CACM.

[11]  Christoph Sommer,et al.  Driving for Big Data? Privacy Concerns in Vehicular Networking , 2014, IEEE Security & Privacy.

[12]  E. Prud hommeaux,et al.  SPARQL query language for RDF , 2011 .

[13]  Volker Markl,et al.  Breaking the Chains: On Declarative Data Analysis and Data Independence in the Big Data Era , 2014, Proc. VLDB Endow..

[14]  Ernesto Damiani,et al.  Network and Storage Latency Attacks to Online Trading Protocols in the Cloud , 2014, OTM Workshops.

[15]  Ernesto Damiani,et al.  A Model-Driven Methodology for Big Data Analytics-as-a-Service , 2017, 2017 IEEE International Congress on Big Data (BigData Congress).

[16]  Michael Mattioli,et al.  Big data, bigger dilemmas: A critical review , 2015, J. Assoc. Inf. Sci. Technol..

[17]  Ralph Deters,et al.  Analytics-as-a-service framework for terms association mining in unstructured data , 2014, Int. J. Bus. Process. Integr. Manag..

[18]  Jennifer Widom,et al.  The Beckman Report on Database Research , 2014, SGMD.