Software reliability modeling using skewed measurement data

被引:0
|
作者
Van Hulse, Jason [1 ]
Khoshgoftaar, Taghi M. [1 ]
Napolitano, Amri [1 ]
机构
[1] Florida Atlantic Univ, Dept Comp Sci & Engn, Boca Raton, FL 33431 USA
关键词
software quality classification; measurement data; reliability modeling; skewed data; sampling;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
When developing classification, models for software reliability, skewed class distributions can result in suboptimal learner performance. A variety of sampling techniques have beep. proposed to alleviate the harmful effects of imbalanced classes. This work presents a detailed study of the use of sampling to improve C4.5 decision tree learners constructed, using software measurement data.
引用
收藏
页码:181 / +
页数:2
相关论文
共 50 条
  • [1] Modeling software measurement data
    Kitchenham, BA
    Hughes, RT
    Linkman, SG
    [J]. IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 2001, 27 (09) : 788 - 804
  • [2] Modeling software quality: The software measurement analysis and reliability toolkit
    Khoshgoftaar, TM
    Allen, EB
    Busboom, JC
    [J]. 12TH IEEE INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2000, : 54 - 61
  • [3] DATA NEEDS FOR SOFTWARE-RELIABILITY MODELING
    DUVALL, L
    MARTENS, J
    SWEARINGEN, D
    DONAHOO, J
    [J]. PROCEEDINGS ANNUAL RELIABILITY AND MAINTAINABILITY SYMPOSIUM, 1980, (NSYM): : 200 - 208
  • [4] Using the Methods of Statistical Data Analysis to Improve the Trustworthiness of Software Reliability Modeling
    Hou, Yi-Fan
    Huang, Chin-Yu
    Fang, Chih-Chiang
    [J]. IEEE ACCESS, 2022, 10 : 25358 - 25375
  • [5] Software Reliability Modeling with Software Metrics Data via Gaussian Processes
    Torrado, Nuria
    Wiper, Michael P.
    Lillo, Rosa E.
    [J]. IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 2013, 39 (08) : 1179 - 1186
  • [6] Software Defect Prediction with Skewed Data
    Seliya, Naeem
    Khoshgoftaar, Taghi M.
    [J]. 16TH ISSAT INTERNATIONAL CONFERENCE ON RELIABILITY AND QUALITY IN DESIGN, 2010, : 403 - +
  • [7] INFINITE SERVER QUEUEING MODELING FOR DISCRETE SOFTWARE RELIABILITY MEASUREMENT
    Iwamoto, Naoki
    Inoue, Shinji
    Yamada, Shigeru
    [J]. 15TH ISSAT INTERNATIONAL CONFERENCE ON RELIABILITY AND QUALITY IN DESIGN, PROCEEDINGS, 2009, : 90 - 94
  • [8] Measurement of Software Reliability Using Sequential Bayesian Technique
    Prasad, Lalji
    Gupta, Ankur
    Badoria, Sarita
    [J]. WCECS 2009: WORLD CONGRESS ON ENGINEERING AND COMPUTER SCIENCE, VOLS I AND II, 2009, : 242 - +
  • [9] Addressing data analysis techniques for software reliability growth modeling
    Keiller, PA
    [J]. WORLD MULTICONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL XVII, PROCEEDINGS: CYBERNETICS AND INFORMATICS: CONCEPTS AND APPLICATIONS (PT II), 2001, : 295 - 300
  • [10] Data-Driven Software Reliability and Availability Modeling and Prediction
    Xuemei Zhang
    Hoang Pham
    [J]. OPSEARCH, 2008, 45 (4) : 335 - 350