Recommender Systems in Requirements Engineering

被引:14
|
作者
Mobasher, Bamshad [1 ]
Cleland-Huang, Jane [2 ]
机构
[1] Depaul Univ, Sch Comp, Ctr Web Intelligence, Chicago, IL 60604 USA
[2] Depaul Univ, Sch Comp, Syst & Requirements Engn Ctr, Chicago, IL 60604 USA
基金
美国国家科学基金会;
关键词
Learning systems - Recommender systems - Decision support systems - Artificial intelligence;
D O I
10.1609/aimag.v32i3.2366
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Requirements engineering in large-scale industrial, government, and international projects can be a highly complex process involving thousands or even hundreds of thousands of potentially distributed stakeholders. The process can result in massive amounts of noisy and semistructured data that must be analyzed and distilled in order to extract use flu requirements. As a result, many human-intensive tasks in requirements elicitation, analysis, and management processes can be augmented and supported through the Use of recommender system and machine-learning techniques. In this article we describe several areas in which recommendation technologies have been applied to the requirements engineering domain, namely stakeholder identification, domain analysis, requirements elicitation, and decision support across several requirements analysis and prioritization tasks. We also highlight ongoing challenges and opportunities for applying recommender systems in the requirements engineering domain.
引用
收藏
页码:81 / 89
页数:9
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