A Methodology for Cross-Platform, Event-Driven Big Data Analytics-as-a-Service

被引:0
|
作者
Ardagna, Claudio A. [1 ,2 ]
Bellandi, Valerio [2 ]
Ceravolo, Paolo [2 ]
Damiani, Ernesto [1 ,2 ,3 ]
Finazzo, Rino [3 ]
机构
[1] Univ Milan, DSRC, I-26013 Crema, Italy
[2] Univ Milan, DI, I-26013 Crema, Italy
[3] Khalifa Univ, AHSI, Abu Dhabi, U Arab Emirates
关键词
Big Data Analytics; Model-Driven Development; Batch and Stream Processing;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The advent of Big Data has revolutionized the was in which data are collected, analyzed, and processed, becoming a pre-requisite for each enterprise that competes in the global market. In this respect, the commodization of Big Data analytics is an essential goal to be faced in the near future. Recently, some preliminary approaches have been presented mostly focusing on distributing Big Data platforms as a service, while less has been done on cross-platform Big Data analytics. In this paper, we propose a model-based methodology for Big Data Analytics-as-a-Service that extends existing techniques by supporting cross-communication between batch and stream processing, deployment on multiple platforms, and end-to-end verification against users' requirements.
引用
收藏
页码:3440 / 3448
页数:9
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