• Jul 12, 2018 News!The submission for 2019 8th International Conference on Information and Electronics Engineering (ICIEE 2019) is officially open now !   [Click]
  • Dec 11, 2018 News!IJIEE Vol. 8, No. 4 issue has been published online!   [Click]
  • Aug 31, 2018 News!IJIEE Vol. 8, No. 3 issue has been published online!   [Click]
General Information
    • ISSN: 2010-3719
    • Frequency: Quarterly
    • DOI: 10.18178/IJIEE
    • Editor-in-Chief: Prof. Chandratilak De Silva Liyanage
    • Associate Executive Editor: Ms. Jennifer Zeng
    • Executive Editor: Mr. Ron C. Wu
    • Abstracting/ Indexing : Google Scholar, Electronic Journals Library, Crossref and ProQuest, Ei (INSPEC, IET).
    • E-mail ijiee@ejournal.net

Faculty of Science, University of Brunei Darussalam, Brunei Darussalam   
" It is a great honor to serve as the editor-in-chief of IJIEE. I'll work together with the editorial team. Hopefully, IJIEE will be recognized among the readers in the related field."
IJIEE 2017 Vol.7(3): 103-107 ISSN: 2010-3719
DOI: 10.18178/IJIEE.2017.7.3.670

Case Study on Software Effort Estimation

Tülin Erçelebi Ayyıldız and Hasan Can Terzi
Abstract—Since most of the projects encounter effort overruns, effort estimation is one of the most important estimates of software projects during software development. There are several software effort estimation methodologies in the literature. However, instead of proposing a novel effort estimation methodology finding the necessary attributes that affects the software effort estimation is an also important contribution. This study focuses on analyzing the necessity of these attributes. We apply linear regression technique to investigate relation between these attributes. Lastly we evaluate our prediction performance with using Magnitude of Relative Error (MRE), Mean Magnitude of Relative Error (MMRE), Median Magnitude of Relative Error (MdMRE), MSE (Mean Square Error) and Prediction Quality (pred(e)). In order to conduct case study we used the Desharnais (77 projects) dataset from the publicly available PROMISE software engineering repository. Results show that the attribute “PointsNonAdjust” is the most necessary attribute in order to estimate software effort.

Index Terms—Desharnais dataset, linear regression, software effort estimation.

T. E. A. and H. C. T. are with the Computer Engineering Department, Başkent University, Ankara, Turkey (e-mail: ercelebi@ baskent.edu.tr, hasancanterzi@ gmail.com).


Cite:Tülin Erçelebi Ayyıldız and Hasan Can Terzi, "Case Study on Software Effort Estimation," International Journal of Information and Electronics Engineering vol. 7, no. 3, pp. 103-107, 2017.

Copyright © 2008-2018. International Journal of Information and Electronics Engineering. All rights reserved.
E-mail: ijiee@ejournal.net