The adjusted analogy-based software effort estimation based on similarity distances

作者: Nan-Hsing Chiu , Sun-Jen Huang

DOI: 10.1016/J.JSS.2006.06.006

关键词:

摘要: Analogy-based estimation is a widely adopted problem solving method that has been evaluated and confirmed in software effort or cost domains. The similarity measures between pairs of projects play critical role the analogy-based models. Such model calculates distance project being estimated each historical projects, then retrieves most similar for generating an estimate. Although there exist numerous models literature, little theoretical experimental works have reported on deriving estimate from adjustment reused based distance. present paper investigates effect improvement accuracy estimations when genetic algorithm to adjust distances projects. empirical results show applying suitable linear feasible approach improving estimates. It also demonstrates proposed comparable with those obtained using other methods.

参考文章(30)
J.J Dolado, On the problem of the software cost function Information & Software Technology. ,vol. 43, pp. 61- 72 ,(2001) , 10.1016/S0950-5849(00)00137-3
Khaled El Emam, Saida Benlarbi, Nishith Goel, Shesh N. Rai, Comparing case-based reasoning classifiers for predicting high risk software components Journal of Systems and Software. ,vol. 55, pp. 301- 320 ,(2001) , 10.1016/S0164-1212(00)00079-0
Magne Jørgensen, Ulf Indahl, Dag Sjøberg, Software effort estimation by analogy and regression toward the mean Journal of Systems and Software. ,vol. 68, pp. 253- 262 ,(2003) , 10.1016/S0164-1212(03)00066-9
Sun-Jen Huang, Nan-Hsing Chiu, Optimization of analogy weights by genetic algorithm for software effort estimation Information & Software Technology. ,vol. 48, pp. 1034- 1045 ,(2006) , 10.1016/J.INFSOF.2005.12.020
Colin J Burgess, Martin Lefley, Can genetic programming improve software effort estimation? A comparative evaluation Information & Software Technology. ,vol. 43, pp. 863- 873 ,(2001) , 10.1016/S0950-5849(01)00192-6
K.K. Shukla, Neuro-genetic prediction of software development effort Information & Software Technology. ,vol. 42, pp. 701- 713 ,(2000) , 10.1016/S0950-5849(00)00114-2
R.W. Wolverton, The Cost of Developing Large-Scale Software IEEE Transactions on Computers. ,vol. 23, pp. 615- 636 ,(1974) , 10.1109/T-C.1974.224002
Robert J. Sternberg, Component Processes in Analogical Reasoning. Psychological Review. ,vol. 84, pp. 353- 378 ,(1977) , 10.1037/0033-295X.84.4.353