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Ensemble learning with recursive feature elimination integrated software effort estimation: a novel approach (Retracted Article)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
相关论文
共 50 条
  • [31] RETRACTED: An Integrated Approach to the Prediction of Chemotherapeutic Response in Patients with Breast Cancer (Retracted Article)
    Salter, Kelly H.
    Acharya, Chaitanya R.
    Walters, Kelli S.
    Redman, Richard
    Anguiano, Ariel
    Garman, Katherine S.
    Anders, Carey K.
    Mukherjee, Sayan
    Dressman, Holly K.
    Barry, William T.
    Marcom, Kelly P.
    Olson, John
    Nevins, Joseph R.
    Potti, Anil
    PLOS ONE, 2008, 3 (04):
  • [32] RETRACTED: Investment decision making in the fuzzy context: An integrated model approach (Retracted Article)
    Zhang, Shasha
    Liu, Xiaodi
    Garg, Harish
    Zhang, Shitao
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2023, 44 (03) : 3763 - 3786
  • [33] RETRACTED: Metaheuristic Optimization-Driven Novel Deep Learning Approach for Brain Tumor Segmentation (Retracted Article)
    Kalpana, R.
    Bennet, M. Anto
    Rahmani, Abdul Wahab
    BIOMED RESEARCH INTERNATIONAL, 2022, 2022
  • [34] RETRACTED: Travel Time Estimation by Learning Driving Habits and Traffic Conditions (Retracted Article)
    Yang, Ling
    Jiang, Shouxu
    Zhang, Fusheng
    Zhao, Ming
    JOURNAL OF ADVANCED TRANSPORTATION, 2022, 2022
  • [35] RETRACTED: Application of extreme learning machine for estimation of wind speed distribution (Retracted Article)
    Shamshirband, Shahaboddin
    Mohammadi, Kasra
    Tong, Chong Wen
    Petkovic, Dalibor
    Porcu, Emilio
    Mostafaeipour, Ali
    Ch, Sudheer
    Sedaghat, Ahmad
    CLIMATE DYNAMICS, 2016, 46 (5-6) : 1893 - 1907
  • [36] RETRACTED: Digital Art Feature Association Mining Based on the Machine Learning Algorithm (Retracted Article)
    Wu, Zhiying
    Chen, Yuan
    COMPLEXITY, 2021, 2021
  • [37] Ensemble Learning Approach for Effective Software Development Effort Estimation with Future Ranking
    Rao, K. Eswara
    Pydi, Balamurali
    Naidu, P. Annan
    Prasann, U. D.
    Anjaneyulu, P.
    ADCAIJ-ADVANCES IN DISTRIBUTED COMPUTING AND ARTIFICIAL INTELLIGENCE JOURNAL, 2023, 12 (01):
  • [38] RETRACTED: Traditional Ceramic Sculpture Feature Recognition Based on the Machine Learning Algorithm (Retracted Article)
    Zhu, XiaoLei
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2022, 2022
  • [39] RETRACTED: Visual Feature Evaluation of Shenyang Greenway Landscape Based on Deep Learning (Retracted Article)
    Pan, Tianyang
    Jiang, Min
    SECURITY AND COMMUNICATION NETWORKS, 2022, 2022
  • [40] RETRACTED: A hybrid metaheuristic approach for efficient feature selection methods in big data (Retracted Article)
    Meera, S.
    Sundar, C.
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2021, 12 (03) : 3743 - 3751