Software quality measurement: Concepts and fuzzy neural relational model

被引:0
|
作者
Pedrycz, W [1 ]
Peters, JF [1 ]
Ramanna, S [1 ]
机构
[1] Univ Manitoba, Dept Elect & Comp Engn, Computat Intelligence Lab, Winnipeg, MB R3T 2N2, Canada
来源
1998 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AT THE IEEE WORLD CONGRESS ON COMPUTATIONAL INTELLIGENCE - PROCEEDINGS, VOL 1-2 | 1998年
关键词
software quality; software metrics; fuzzy sets; learning; neural networks;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A fuzzy neural relational model of software quality derived from the McCall hierarchical software quality measurement framework (hsqf), is introduced. The hsqf has three fundamental levels (factors --> criteria --> metrics) which has a rather natural generalization in the context of fuzzy sets. Vectors of factors, criteria, and metrics are treated as fuzzy sets. On each level, fuzzy objects (fuzzy set and fuzzy relation) are introduced. A learning algorithm is proposed to calibrate the relations at the topmost levels of the software quality model. A learning scenario and detailed learning formulas are given. A brief illustration of the model is also given.
引用
收藏
页码:1026 / 1031
页数:6
相关论文
共 50 条
  • [1] Early software quality prediction based on a fuzzy neural network model
    Yang, Bo
    Yao, Lan
    Huang, Hong-Zhong
    ICNC 2007: THIRD INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 1, PROCEEDINGS, 2007, : 760 - +
  • [2] A Fuzzy Computing Software Quality Model
    Kalayathankal, Sunny Joseph
    Abraham, John T.
    Kureethara, Joseph Varghese
    EMERGING TRENDS IN MECHANICAL ENGINEERING 2018, 2019, 2080
  • [3] Integrating fuzzy theory and hierarchy concepts to evaluate software quality
    Chang, Che-Wei
    Wu, Cheng-Ru
    Lin, Hung-Lung
    SOFTWARE QUALITY JOURNAL, 2008, 16 (02) : 263 - 276
  • [4] Integrating fuzzy theory and hierarchy concepts to evaluate software quality
    Che-Wei Chang
    Cheng-Ru Wu
    Hung-Lung Lin
    Software Quality Journal, 2008, 16 : 263 - 276
  • [5] Calibration of software quality: Fuzzy neural and rough neural computing approaches
    Pedrycz, W
    Han, L
    Peters, JF
    Ramanna, S
    Zhai, R
    NEUROCOMPUTING, 2001, 36 : 149 - 170
  • [6] Fuzzy relational neural network
    Ciaramella, A
    Tagliaferri, R
    Pedrycz, W
    Di Nola, A
    INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2006, 41 (02) : 146 - 163
  • [7] Fuzzy relational neural network
    Ciaramella, A.
    Tagliaferri, R.
    Pedrycz, W.
    Di Nola, A.
    International Journal of Approximate Reasoning, 2006, 41 (02): : 146 - 163
  • [8] A macro fuzzy model for software quality metrics
    Zhang, K
    Xiong, QX
    THIRD WUHAN INTERNATIONAL CONFERENCE ON E-BUSINESS: GLOBAL BUSINESS INTERFACE, 2004, : 888 - 894
  • [9] An Extension of the Relational Model to Intuitionistic Fuzzy Data Quality Attribute Model
    Boyadzhieva, Diana
    Kolev, Boyan
    2008 4TH INTERNATIONAL IEEE CONFERENCE INTELLIGENT SYSTEMS, VOLS 1 AND 2, 2008, : 575 - +
  • [10] Fuzzy neural network with relational fuzzy rules
    Gaweda, AE
    Zurada, JM
    IJCNN 2000: PROCEEDINGS OF THE IEEE-INNS-ENNS INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOL V, 2000, : 3 - 7