Improving Analogy-based Software Development Cost Estimation Using Learnable Evolution Model

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Article Type:
Research/Original Article (بدون رتبه معتبر)
Abstract:

one of the most important and critical factors in software projects is the proper cost estimation. due to the high significance and impact of the proper cost estimation, several approaches and methods have been proposed regarding how to perform cost estimation, in which the analogy-based approach is one of the foremost popular ones. To improve software development cost estimation, the current study has investigated the effect of the LEM algorithm on optimization of features weighting and proposed a new method as well. In this research, the effectiveness of this algorithm was inspected on two datasets, Desharnais and Maxwell. Then, MMRE, PRED (0.25), and MdMRE criteria have been used to evaluate and compare the proposed method against other evolutionary algorithms. Employing the proposed method showed considerable improvement in estimating software cost estimation.

Language:
Persian
Published:
Distributed computing and Distributed systems, Volume:5 Issue: 1, 2022
Pages:
56 to 63
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