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  • 标题:A HYBRID INTELLIGENT MODEL FOR SOFTWARE COST ESTIMATION
  • 本地全文:下载
  • 作者:Du, Wei Lin ; Capretz, Luiz Fernando ; Nassif, Ali Bou
  • 期刊名称:Journal of Computer Science
  • 印刷版ISSN:1549-3636
  • 出版年度:2013
  • 卷号:9
  • 期号:11
  • 页码:1506-1513
  • DOI:10.3844/jcssp.2013.1506.1513
  • 出版社:Science Publications
  • 摘要:Accurate software development effort estimation is critical to the success of software projects. Although many techniques and algorithmic models have been developed and implemented by practitioners, accurate software development effort prediction is still a challenging endeavor in the field of software engineering, especially in handling uncertain and imprecise inputs and collinear characteristics. In this study, a hybrid intelligent model combining a neural network model integrated with fuzzy model (neuro-fuzzy model) has been used to improve the accuracy of estimating software cost. The performance of the proposed model is assessed by designing and conducting evaluation with published project and industrial data. Results have shown that the proposed model demonstrates the ability of improving the estimation accuracy by 18% based on the Mean Magnitude of Relative Error (MMRE) criterion.
  • 关键词:Hybrid Intelligent Model; Software Cost Estimation; Neuro-Fuzzy; Predictive Model
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