RETRACTED: Ensemble learning with recursive feature elimination integrated software effort estimation: a novel approach (Retracted Article)

被引:11
|
作者
Rao, K. Eswara [1 ]
Rao, G. Appa [2 ]
机构
[1] Aditya Inst Technol & Management, Dept CSE, Tekkali 532201, AP, India
[2] GITAM, Dept CSE, Visakhapatnam 530045, Andhra Pradesh, India
关键词
Ensemble learning; Recursive feature elimination; Software effort estimation; Machine learning;
D O I
10.1007/s12065-020-00360-5
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
To develop software, estimating actual effort is important for any organization as there is no chance of getting either overestimation or underestimation. Due to the overestimation of effort, there may be an immediate need to compromise with the quality and testing. Similarly, underestimation may lead to allocating more resource. Compared to some of the early developed estimation techniques, machine learning based approaches are keen to estimate the effort more accurately due to their dynamic adaptivity with any type of data. With the rapid development of software products, many methods fail to satisfy the objective of development in an effective way. In this paper, a novel model based on ensemble learning and recursive feature elimination based method has been proposed to estimate the effort. With the feature ranking and selection method, the proposed method is able to estimate the efforts with the parameters like size and cost. Simulation results are encouraging with the proposed method with COCOMO II dataset.
引用
收藏
页码:151 / 162
页数:12
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