Algorithmic optimization method for effort estimation

被引：5
|
作者：
Silhavy, R. [1 ]
Prokopova, Z. [1 ]
Silhavy, P. [1 ]
机构：
[1] Tomas Bata Univ, Fac Appl Informat, TG Masaryka 5555, Zlin 76001, Czech Republic
来源：
PROGRAMMING AND COMPUTER SOFTWARE | 2016年 / 42卷 / 03期
关键词：
Average Relative Error; Effort Estimation; Case Point; Software Development Project; Apply Informatics;
D O I：
10.1134/S0361768816030087
中图分类号：
TP31 [计算机软件];
学科分类号：
081202 ; 0835 ;
摘要：
This paper presents an improvement of an effort estimation method that can be used to predict the level of effort for software development projects. A new estimation approach based on a two-phase algorithm is used. In the first phase, we apply a calculation based on use case points (UCPs). In the second phase, we add correction values (a (1), a (2)) obtained via least squares regression. This approach employs historical project data to refine the estimate. By applying the least squares regression approach, the algorithm filters out estimation errors caused by human factors and company practice.
引用
收藏
页码：161 / 166
页数：6
相关论文
共 50 条
  • [21] Outliners Detection Method for Software Effort Estimation Models
    Silhavy, Petr
    Silhavy, Radek
    Prokopova, Zdenka
    [J]. SOFTWARE ENGINEERING METHODS IN INTELLIGENT ALGORITHMS, VOL 1, 2019, 984 : 444 - 455
  • [22] A Novel Method For Software Effort Estimation: Estimating With Boundaries
    Sarac, Omer Faruk
    Duru, Nevcihan
    [J]. 2013 IEEE INTERNATIONAL SYMPOSIUM ON INNOVATIONS IN INTELLIGENT SYSTEMS AND APPLICATIONS (IEEE INISTA), 2013,
  • [23] A Specific Effort Estimation Method Using Function Point
    Jeng, Bingchiang
    Yeh, Dowming
    Wang, Deron
    Chu, Shu-Lan
    Chen, Chia-Mei
    [J]. JOURNAL OF INFORMATION SCIENCE AND ENGINEERING, 2011, 27 (04) : 1363 - 1376
  • [24] Regression Analysis Based Software Effort Estimation Method
    Yucalar, Fatih
    Kilinc, Deniz
    Borandag, Emin
    Ozcift, Akin
    [J]. INTERNATIONAL JOURNAL OF SOFTWARE ENGINEERING AND KNOWLEDGE ENGINEERING, 2016, 26 (05) : 807 - 826
  • [25] A Genetic Algorithmic Method for Scheduling Optimization in Cloud Computing Services
    Amjad Gawanmeh
    Sazia Parvin
    Ali Alwadi
    [J]. Arabian Journal for Science and Engineering, 2018, 43 : 6709 - 6718
  • [26] A Genetic Algorithmic Method for Scheduling Optimization in Cloud Computing Services
    Gawanmeh, Amjad
    Parvin, Sazia
    Alwadi, Ali
    [J]. ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2018, 43 (12) : 6709 - 6718
  • [27] A Better Case Adaptation Method for Case-Based Effort Estimation Using Multi-Objective Optimization
    Azzeh, Mohammad
    Nassif, Ali Bou
    Banitaan, Shadi
    [J]. 2014 13TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS (ICMLA), 2014, : 409 - 414
  • [28] Software Effort Estimation Using Particle Swarm Optimization: Advances and Challenges
    Reddy, Dukka Karun Kumar
    Behera, H. S.
    [J]. COMPUTATIONAL INTELLIGENCE IN PATTERN RECOGNITION, CIPR 2020, 2020, 1120 : 243 - 258
  • [29] Particle Swarm Optimization in Small Case Bases for Software Effort Estimation
    Landeis, Katharina
    Pews, Gerhard
    Minor, Mirjam
    [J]. CASE-BASED REASONING RESEARCH AND DEVELOPMENT, ICCBR 2022, 2022, 13405 : 209 - 223
  • [30] Ensemble effort estimation with metaheuristic hyperparameters and weight optimization for achieving accuracy
    Yasmin, Anum
    Butt, Wasi Haider
    Daud, Ali
    [J]. PLOS ONE, 2024, 19 (04):
12345