Automatically Tracing Dependability Requirements via Term-Based Relevance Feedback

doi:10.1109/TII.2016.2637166

	Automatically Tracing Dependability Requirements via Term-Based Relevance Feedback
	Wang, Wentao 1; Gupta, Arushi 1; Niu, Nan 1; Da Xu, Li 2; Cheng, Jing-Ru C.3; Niu, Zhendong 4
	2018
发表期刊	IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS
ISSN	1551-3203
卷号	14 期号:1 页码:342-349
摘要	In many critical industrial information systems, tracking a dependability requirement is instrumental to the verification and validation (V&V) of security, privacy, and other dependability concerns. Automated traceability tools employ information retrieval methods to recover candidate links, which saves much manual effort. Integrating relevance feedback (RF) could potentially improve the retrieval effectiveness by soliciting the relevance judgments on a subset of the retrieval results and then incorporating the feedback into subsequent retrieval. However, little is known about how to use RF to trace dependability requirements. In this paper, we propose a novel term-based RF algorithm that leverages the term usage context to recommend positive and negative feedback. Experiments on two software datasets show that our algorithm significantly outperforms the contemporary link-based RF tracing method. Our work not only contributes a new solution to dependability requirements' V&V, but also enables further automation to reduce the manual effort in the development life cycle of dependable industrial systems.
关键词	Dependability dependability requirements privacy requirements tracing relevance feedback (RF) security
DOI	10.1109/TII.2016.2637166
收录类别	SCI
语种	英语
资助项目	U.S. National Science Foundation[CCF 1350487] ; National Natural Science Foundation of China[61375053]
WOS研究方向	Automation & Control Systems ; Computer Science ; Engineering
WOS类目	Automation & Control Systems ; Computer Science, Interdisciplinary Applications ; Engineering, Industrial
WOS记录号	WOS:000422661900034
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计	被引频次：28[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/5568
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Niu, Nan
作者单位	1.Univ Cincinnati, Dept Elect Engn & Comp Syst, Cincinnati, OH 45221 USA 2.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China 3.US Army Engineer Res & Dev Ctr, Informat Technol Lab, Vicksburg, MS 39180 USA 4.Beijing Inst Technol, Sch Comp Sci & Technol, Beijing 100081, Peoples R China
推荐引用方式 GB/T 7714	Wang, Wentao,Gupta, Arushi,Niu, Nan,et al. Automatically Tracing Dependability Requirements via Term-Based Relevance Feedback[J]. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS,2018,14(1):342-349.
APA	Wang, Wentao,Gupta, Arushi,Niu, Nan,Da Xu, Li,Cheng, Jing-Ru C.,&Niu, Zhendong.(2018).Automatically Tracing Dependability Requirements via Term-Based Relevance Feedback.IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS,14(1),342-349.
MLA	Wang, Wentao,et al."Automatically Tracing Dependability Requirements via Term-Based Relevance Feedback".IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS 14.1(2018):342-349.