Big Picture of Big Data Software Engineering With example research challenges

被引:24
作者
Madhavji, Nazim H. [1 ]
Miranskyy, Andriy [2 ]
Kontogiannis, Kostas [3 ]
机构
[1] Univ Western Ontario, Dept Comp Sci, London, ON, Canada
[2] Ryerson Univ, Dept Comp Sci, Toronto, ON, Canada
[3] Natl Tech Univ Athens, Dept Elect & Comp Engn, Athens, Greece
来源
2015 IEEE/ACM 1ST INTERNATIONAL WORKSHOP ON BIG DATA SOFTWARE ENGINEERING | 2015年
关键词
Big Data; Applications; Software Engineering; Context model; Research challenges;
D O I
10.1109/BIGDSE.2015.10
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In the rapidly growing field of Big Data, we note that a disproportionately larger amount of effort is being invested in infrastructure development and data analytics in comparison to applications software development - approximately a 80: 20 ratio. This prompted us to create a context model of Big Data Software Engineering (BDSE) containing various elements - such as development practice, Big Data systems, corporate decision-making, and research - and their relationships. The model puts into perspective where various types of stakeholders fit in. From the research perspective, we describe example challenges in BDSE, specifically requirements, architectures, and testing and maintenance.
引用
收藏
页码:11 / 14
页数:4
相关论文
共 13 条
[1]  
Alexiadou Artemis., 2013, P 31 W COAST C FORMA, P1
[2]  
Bourque P., 2014, Guide to the Software Engineering Body of Knowledge (SWEBOK), version 3.0
[3]   Data-intensive applications, challenges, techniques and technologies: A survey on Big Data [J].
Chen, C. L. Philip ;
Zhang, Chun-Yang .
INFORMATION SCIENCES, 2014, 275 :314-347
[4]  
Chung L., 2004, P INT WKSHP REQ ENG
[5]   A controlled experiment to assess the impact of system architectures on new system requirements [J].
Ferrari, Remo ;
Miller, James A. ;
Madhavji, Nazim H. .
REQUIREMENTS ENGINEERING, 2010, 15 (02) :215-233
[6]  
Francisco Phil, 2014, IBM PUREDATA SYSTEM
[7]  
Lichen Zhang, 2014, 2014 20th International Conference on Automation and Computing (ICAC). Proceedings, P283, DOI 10.1109/IConAC.2014.6935501
[8]  
Miranskyy A. V., 2011, IBM DEVELOPERWORKS
[9]  
Mockus Audris., 2014, Proceedings of the on Future of Software Engineering, P85, DOI 10.1145/2593882.2593889
[10]  
van Lamsweerde A., 2009, REQUIREMENTS ENG FRO