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
相关论文
共 50 条
  • [41] Recommender Systems for Spoken Word Radio A Research-in-Progress of Requirements and Solutions
    Hirschmeier, Stefan
    Tilly, Roman
    Schoder, Detlef
    NINTH INTERNATIONAL CONFERENCE ON INFORMATION, PROCESS, AND KNOWLEDGE MANAGEMENT (EKNOW 2017), 2017, : 71 - 75
  • [42] System of Systems Engineering Requirements: Challenges and Guidelines
    Keating, Charles B.
    Padilla, Jose J.
    Adams, Kevin
    EMJ-ENGINEERING MANAGEMENT JOURNAL, 2008, 20 (04): : 24 - 31
  • [43] Electronic voting systems security requirements engineering
    Daimi, K
    Wilson, C
    SERP '05: PROCEEDINGS OF THE 2005 INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING RESEARCH AND PRACTICE, VOLS 1 AND 2, 2005, : 230 - 235
  • [44] A Systems Engineering Approach to Requirements Elicitation and Management
    Perdikoulias, Christina
    Akers, Doug
    SAE INTERNATIONAL JOURNAL OF PASSENGER CARS-MECHANICAL SYSTEMS, 2012, 5 (04): : 1285 - 1293
  • [45] Towards requirements engineering for context adaptive systems
    Sitou, Wassiou
    Spanfelner, Bernd
    COMPSAC 2007: THE THIRTY-FIRST ANNUAL INTERNATIONAL COMPUTER SOFTWARE AND APPLICATIONS CONFERENCE, VOL II, PROCEEDINGS, 2007, : 593 - +
  • [46] REQUIREMENTS ENGINEERING FOR REAL-TIME SYSTEMS
    GOLDSACK, SJ
    FINKELSTEIN, ACW
    SOFTWARE ENGINEERING JOURNAL, 1991, 6 (03): : 101 - 115
  • [47] Requirements Engineering for Cyber Physical Production Systems
    Loucopoulos, Pericles
    Kavakli, Evangelia
    Chechina, Natalia
    ADVANCED INFORMATION SYSTEMS ENGINEERING (CAISE 2019), 2019, 11483 : 276 - 291
  • [48] REUBI: A Requirements Engineering method for ubiquitous systems
    Ruiz-Lopez, Tomas
    Noguera, Manuel
    Jose Rodriguez, Maria
    Luis Garrido, Jose
    Chung, Lawrence
    SCIENCE OF COMPUTER PROGRAMMING, 2013, 78 (10) : 1895 - 1911
  • [49] Complexity in Business Systems Automation Requirements Engineering
    Guerra, L.
    Stapleton, L.
    IFAC PAPERSONLINE, 2019, 52 (25): : 573 - 578
  • [50] Survey of Concerns in Embedded Systems Requirements Engineering
    Aceituna, Daniel
    SAE INTERNATIONAL JOURNAL OF PASSENGER CARS-ELECTRONIC AND ELECTRICAL SYSTEMS, 2014, 7 (01): : 1 - 13