Multi-objective ant colony optimization for requirements selection

被引:55
作者
del Sagrado, Jose [1 ]
del Aguila, Isabel M. [1 ]
Orellana, Francisco J. [1 ]
机构
[1] Univ Almeria, Dept Informat, Almeria 04120, Spain
关键词
Software requirements; Search based software engineering; Ant colony optimization; Next release problem; SOFTWARE; EVOLUTIONARY; SCIENCE; ART;
D O I
10.1007/s10664-013-9287-3
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The selection of a set of requirements between all the requirements previously defined by customers is an important process, repeated at the beginning of each development step when an incremental or agile software development approach is adopted. The set of selected requirements will be developed during the actual iteration. This selection problem can be reformulated as a search problem, allowing its treatment with metaheuristic optimization techniques. This paper studies how to apply Ant Colony Optimization algorithms to select requirements. First, we describe this problem formally extending an earlier version of the problem, and introduce a method based on Ant Colony System to find a variety of efficient solutions. The performance achieved by the Ant Colony System is compared with that of Greedy Randomized Adaptive Search Procedure and Non-dominated Sorting Genetic Algorithm, by means of computational experiments carried out on two instances of the problem constructed from data provided by the experts.
引用
收藏
页码:577 / 610
页数:34
相关论文
共 54 条
[1]   SOFTWARE FUNCTION, SOURCE LINES OF CODE, AND DEVELOPMENT EFFORT PREDICTION - A SOFTWARE SCIENCE VALIDATION [J].
ALBRECHT, AJ ;
GAFFNEY, JE .
IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 1983, 9 (06) :639-648
[2]   A Systematic Review of the Application and Empirical Investigation of Search-Based Test Case Generation [J].
Ali, Shaukat ;
Briand, Lionel C. ;
Hemmati, Hadi ;
Panesar-Walawege, Rajwinder K. .
IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 2010, 36 (06) :742-762
[3]  
[Anonymous], 2012, EXPT SOFTWARE ENG IN
[4]  
[Anonymous], 2007, EVOLUTIONARY ALGORIT
[5]  
[Anonymous], 2001, MultiObjective Optimization Using Evolutionary Algorithms
[6]   Parameter tuning or default values? An empirical investigation in search-based software engineering [J].
Arcuri, Andrea ;
Fraser, Gordon .
EMPIRICAL SOFTWARE ENGINEERING, 2013, 18 (03) :594-623
[7]   The next release problem [J].
Bagnall, AJ ;
Rayward-Smith, VJ ;
Whittley, IM .
INFORMATION AND SOFTWARE TECHNOLOGY, 2001, 43 (14) :883-890
[8]  
Baker P, 2006, PROC IEEE INT CONF S, P176
[9]  
Boehm B., 1981, Software Engineering Economics
[10]  
Brooks Jr Frederick P., 1995, The Mythical Man-month: Essays on Software Engineering