Using Interactive GA for Requirements Prioritization

P. Tonella, A. Susi, Francis Palma
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引用次数: 51

Abstract

The order in which requirements are implemented in a system affects the value delivered to the final users in the successive releases of the system. Requirements prioritization aims at ranking the requirements so as to trade off user priorities and implementation constraints, such as technical dependencies among requirements and necessarily limited resources allocated to the project. Requirement analysts possess relevant knowledge about the relative importance of requirements. We use an Interactive Genetic Algorithm to produce a requirement ordering which complies with the existing priorities, satisfies the technical constraints and takes into account the relative preferences elicited from the user. On a real case study, we show that this approach improves non interactive optimization, ignoring the elicited preferences, and that it can handle a number of requirements which is otherwise problematic for state of the art techniques.
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使用交互式遗传算法进行需求优先级排序
在系统中实现需求的顺序会影响在系统的连续发布中交付给最终用户的价值。需求优先级旨在对需求进行排序,以便权衡用户优先级和实现约束,例如需求之间的技术依赖关系以及分配给项目的必要的有限资源。需求分析师拥有关于需求的相对重要性的相关知识。我们使用交互式遗传算法来生成符合现有优先级、满足技术限制并考虑到用户的相对偏好的需求排序。在一个真实的案例研究中,我们展示了这种方法改进了非交互式优化,忽略了引发的偏好,并且它可以处理许多需求,否则对于当前的技术状态来说是有问题的。
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