Analyzing the Effect of Variables in the Software Development Effort Estimation

被引:3
|
作者
Velarde, H. [1 ]
Santiesteban, C. [2 ]
Garcia, A. [3 ]
Casillas, J. [4 ]
机构
[1] Univ Catolica Santa Maria, Fac Ciencias & Ingn Fis & Formales, Arequipa, Peru
[2] Univ Ciego Avila, Ctr Bioplantas, Ciego De Avila, Cuba
[3] DESOFT, Div Terr Villa Clara, Havana, Cuba
[4] Univ Granada, Dept Ciencias Comp & Inteligencia Artificial, Granada, Spain
关键词
Datamining; Effort estimation; Decision Trees; Regression Trees; Software metrics; Software projects; Variables selection;
D O I
10.1109/TLA.2016.7786366
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Due to the variability of variables, the estimation of effort in software development is considered as a very difficult task. Maybe due to small databases, uncertain and very subjective information. For these reason, in this paper, we introduce a study of the effect of variables in the software development effort estimation process. The estimation employing lines of codes, function points and engineering task, were taken as reference. With the use of datamining and machine learning technics, were demonstrated that the effort estimation using engineering task is more accurate. And, by the other hand, was established the influence of each variable, in the software development effort estimation process.
引用
收藏
页码:3797 / 3803
页数:7
相关论文
共 50 条
  • [31] Empirical studies on effort estimation in software development projects
    Jorgensen, M
    Sjoberg, DIK
    CHALLENGES OF INFORMATION TECHNOLOGY MANAGEMENT IN THE 21ST CENTURY, 2000, : 778 - 779
  • [32] Software Development Effort Estimation by Means of Genetic Programming
    Chavoya, Arturo
    Lopez-Martin, Cuauhtemoc
    Meda-Campana, M. E.
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2013, 4 (11) : 109 - 116
  • [33] Effort Estimation in Agile Global Software Development Context
    Britto, Ricardo
    Usman, Muhammad
    Mendes, Emilia
    AGILE METHODS: LARGE-SCALE DEVELOPMENT, REFACTORING, TESTING, AND ESTIMATION, 2014, 199 : 182 - 192
  • [34] A review of studies on expert estimation of software development effort
    Jorgensen, M
    JOURNAL OF SYSTEMS AND SOFTWARE, 2004, 70 (1-2) : 37 - 60
  • [35] Effort Estimation in Agile Software Development: A Systematic Map Study
    Rodriguez, Camilo Andres Pineros
    Martinez, Luz Marina Sierra
    Ordonez, Diego Hernan Peluffo
    Pena, Jimena Adriana Timana
    INGE CUC, 2023, 19 (01)
  • [36] Software Development Effort Estimation Using Regression Fuzzy Models
    Nassif, Ali Bou
    Azzeh, Mohammad
    Idri, Ali
    Abran, Alain
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2019, 2019
  • [37] Effort estimation of component-based software development - a survey
    Wijayasiriwardhane, T.
    Lai, R.
    Kang, K. C.
    IET SOFTWARE, 2011, 5 (02) : 216 - 228
  • [38] Effort Drivers Estimation for Brazilian Geographically Distributed Software Development
    Almeida, Ana Carina M.
    Souza, Renata
    Aquino, Gibeon
    Meira, Silvio
    SOFTWARE ENGINEERING APPROACHES FOR OFFSHORE AND OUTSOURCED DEVELOPMENT, 2009, 35 : 60 - 65
  • [39] Using Machine Learning Technique for Effort Estimation in Software Development
    Amaral, Weldson
    Braz Junior, Geraldo
    Rivero, Luis
    Viana, Davi
    SBQS: PROCEEDINGS OF THE 18TH BRAZILIAN SYMPOSIUM ON SOFTWARE QUALITY, 2019, : 240 - 245
  • [40] COCHCOMO: A Change Effort Estimation Tool for Software Development Phase
    Kama, Nazri
    Basri, Sufyan
    Asl, Mehran Halimi
    Ibrahim, Roslina
    NEW TRENDS IN SOFTWARE METHODOLOGIES, TOOLS AND TECHNIQUES, 2014, 265 : 1029 - 1045