SEffEst: Effort estimation in software projects using fuzzy logic and neural networks

被引：11
|
作者：
Gonzalez-Carrasco, Israel [1 ]
Colomo-Palacios, Ricardo
Luis Lopez-Cuadrado, Jose
Garcia Penalvo, Francisco Jose [2 ]
机构：
[1] Univ Carlos III Madrid, Dept Comp Sci, Leganes 29811, Madrid, Spain
[2] Univ Salamanca, Dept Informat & Automat, E-37008 Salamanca, Spain
来源：
INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS | 2012年 / 5卷 / 04期
关键词：
Fuzzy Logic; Neural Networks; Software Engineering; Effort Estimation; GENETIC ALGORITHMS; COST ESTIMATION; SIZE; OPTIMIZATION; FRAMEWORK; WEIGHTS; NOISE; MODEL;
D O I：
10.1080/18756891.2012.718118
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Academia and practitioners confirm that software project effort prediction is crucial for an accurate software project management. However, software development effort estimation is uncertain by nature. Literature has developed methods to improve estimation correctness, using artificial intelligence techniques in many cases. Following this path, this paper presents SEffEst, a framework based on fuzzy logic and neural networks designed to increase effort estimation accuracy on software development projects. Trained using ISBSG data, SEffEst presents remarkable results in terms of prediction accuracy.
引用
收藏
页码：679 / 699
页数：21
相关论文
共 50 条
  • [1] SEffEst: Effort estimation in software projects using fuzzy logic and neural networks
    Israel González-Carrasco
    Ricardo Colomo-Palacios
    José Luis López-Cuadrado
    Francisco José García Peñalvo
    [J]. International Journal of Computational Intelligence Systems, 2012, 5 : 679 - 699
  • [2] Fuzzy logic in estimation of effort in software projects
    Carbo, J
    [J]. CONCURRENT ENGINEERING: ADVANCED DESIGN, PRODUCTION AND MANAGEMENT SYSTEMS, 2003, : 393 - 398
  • [3] Software Development Effort Estimation Using Fuzzy Logic - A Survey
    Nisar, M. Wasif
    Wang, Yong-Ji
    Elahi, Manzoor
    [J]. FIFTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 1, PROCEEDINGS, 2008, : 421 - +
  • [4] Software development effort estimation using fuzzy logic:: A case study
    Martín, CL
    Pasquier, ML
    Yáñez, C
    Gutiérrez, A
    [J]. SIXTH MEXICAN INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE, PROCEEDINGS, 2005, : 113 - 120
  • [5] Application of Fuzzy Logic Approach to Software Effort Estimation
    Reddy, Prasad P. V. G. D.
    Sudha, K. R.
    Sree, Rama
    [J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2011, 2 (05) : 87 - 92
  • [6] Enhancing effort estimation in global software development using a unique combination of Neuro Fuzzy Logic and Deep Learning Neural Networks (NFDLNN)
    Devadas, Manoj Ray
    Samuel, Philip
    [J]. NETWORK-COMPUTATION IN NEURAL SYSTEMS, 2024,
  • [7] Estimation of software defects fix effort using neural networks
    Zeng, H
    Rine, D
    [J]. PROCEEDINGS OF THE 28TH ANNUAL INTERNATIONAL COMPUTER SOFTWARE AND APPLICATION CONFERENCE, WORKSHOP AND FAST ABSTRACTS, 2004, : 20 - 21
  • [8] Software effort estimation using convolutional neural network and fuzzy clustering
    Mohammad Azzeh
    Abedalrhman Alkhateeb
    Ali Bou Nassif
    [J]. Neural Computing and Applications, 2024, 36 (23) : 14449 - 14464
  • [9] Predicting and Explaining Variations in Software Effort Estimation Using Adaptive Fuzzy-Neural Networks with Clustering
    Mehdi, Riyadh A. K.
    [J]. INTELLIGENT SYSTEMS AND APPLICATIONS, VOL 1, INTELLISYS 2023, 2024, 822 : 765 - 779
  • [10] Adjusting analogy software effort estimation based on fuzzy logic
    Azzeh, Mohammad
    Neagu, Daniel
    Cowling, Peter
    [J]. ICSOFT 2008: PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON SOFTWARE AND DATA TECHNOLOGIES, VOL SE/GSDCA/MUSE, 2008, : 127 - 132
12345