Software Quality Prediction using Random Particle Swarm Optimization (PSO)

被引：0
作者：
Ali, Asif [1 ]
Choudhary, Kavita [1 ]
Sharma, Ashwini [2 ]
机构：
[1] Jagannath Univ Raj, Comp Sci & Engn, Jaipur, Rajasthan, India
[2] GEC Jhalawar Raj, Comp Sci & Engn, Jhalawar, India
来源：
PROCEEDINGS OF IEEE INTERNATIONAL CONFERENCE ON CIRCUIT, POWER AND COMPUTING TECHNOLOGIES (ICCPCT 2016) | 2016年
关键词：
Software quality; Clustering; Chi-Square Test; FM; PO; OR; PSO;
D O I：
暂无
中图分类号：
TP39 [计算机的应用];
学科分类号：
081203 ; 0835 ;
摘要：
In this paper we have considered java based modules as a dataset for software quality prediction. The properties used are class, object, inheritance and dynamic behavior. The data modularity considered for this work is 1-10 and 11-20. First the data is arranged in the group and then it is tested based on chi-square test. Then we have calculated F-measure (FM), Power (PO) and Odd Ratio (OR) and find the parametric quality of software metrics. Then we have applied random particle swarm optimization for testing the optimized value and the obtained results found are improved.
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页数：6
相关论文
共 26 条
  • [1] [Anonymous], INT J ADV COMPUTER R
  • [2] Bawahir Saifi, 2012, INT J ADV COMPUTER R, V2
  • [3] Baz A., 2016, International Journal of Advanced Computer Research, V6, P25, DOI DOI 10.19101/IJACR.2016.622020
  • [4] Biray C., 2015, SOFTW TEST VER VAL W, P1
  • [5] Choudhary Monika, 2015, INT J ADV COMPUTER R, V5, P132
  • [6] How to lie with bad data
    De Veaux, RD
    Hand, DJ
    [J]. STATISTICAL SCIENCE, 2005, 20 (03) : 231 - 238
  • [7] Controlling overfitting in software quality models: Experiments with regression trees and classification
    Khoshgoftaar, TM
    Allen, EB
    Deng, JY
    [J]. SEVENTH INTERNATIONAL SOFTWARE METRICS SYMPOSIUM - METRICS 2001, PROCEEDINGS, 2000, : 190 - 198
  • [8] Software Quality Modeling: The Impact of Class Noise on the Random Forest Classifier
    Folleco, Andres
    Khoshgoftaar, Taghi M.
    Van Hulse, Jason
    Bullard, Lofton
    [J]. 2008 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-8, 2008, : 3853 - 3859
  • [9] Gokhale S.S., 1997, PROC 3 ISSAT INT C R, P31
  • [10] Gupta Deepak, 2012 2 INT C ADV COM
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