A Quantum-based Approach to Error in Software Development Effort Estimation

被引:0
作者
El Koutbi, Salma [1 ]
Idri, Ali [1 ]
机构
[1] Univ Mohammed 5, ENSIAS, Software Project Management Res Team, Rabat, Morocco
来源
2017 4TH INTERNATIONAL CONFERENCE ON CONTROL, DECISION AND INFORMATION TECHNOLOGIES (CODIT) | 2017年
关键词
model Error; software effort estimation; Quantum Theory; deviation; Infinite potential well;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Error in Software Development Effort Estimation is often investigated in order to adjust effort estimation technique results. The aim of this paper is to propose a quantum-based approach in order to deal with model error whatever the effort estimation technique used. To achieve this objective, we explored the Quantum Theory and proposed a model based on an analogy with the infinite potential well problem. In order to evaluate the performance of our approach, we assess the Classical Analogy based effort estimation technique on the COCOMO'81 dataset. The main findings are: (1) the proposed approach confidence intervals are close to the theoretical ones and (2) the Sine-squared distribution of effort represents an interesting alternative to the widely used Gaussian distribution since both distributions are statically comparable. These results give an interesting track for further researches and investigations.
引用
收藏
页码:248 / 253
页数:6
相关论文
共 28 条
[21]   A causal model for software cost estimating error [J].
Lederer, AL ;
Prasad, J .
IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 1998, 24 (02) :137-148
[22]  
Mehra J., 1982, The historical development of quantum theory I, II, III
[23]  
QUENOUILLE MH, 1956, BIOMETRIKA, V43, P353
[24]   An undulatory theory of the mechanics of atoms and molecules [J].
Schrodinger, E .
PHYSICAL REVIEW, 1926, 28 (06) :1049-1070
[25]   Improving the Accuracy of Software Effort Estimation based on Multiple Least Square Regression Models by Estimation Error-based Data Partitioning [J].
Seo, Yeong-Seok ;
Yoon, Kyung-A ;
Bae, Doo-Hwan .
APSEC 09: SIXTEENTH ASIA-PACIFIC SOFTWARE ENGINEERING CONFERENCE, PROCEEDINGS, 2009, :3-10
[26]   Estimating software project effort using analogies [J].
Shepperd, M ;
Schofield, C .
IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 1997, 23 (11) :736-743
[27]   Managing uncertainty in project portfolio cost estimation [J].
Stamelos, I ;
Angelis, L .
INFORMATION AND SOFTWARE TECHNOLOGY, 2001, 43 (13) :759-768
[28]  
von Neumann J., 1955, MATH FDN QUANTUM MEC