Bug Prediction Metrics Based Decision Support For Preventive Software Maintenance

被引:1
|
作者
Maskeri, Girish [1 ]
Karnam, Deepthi [1 ]
Viswanathan, SreeAurovindh [1 ]
Padmanabhuni, Srinivas [1 ]
机构
[1] Infosys Ltd, Infosys Labs, Bangalore, Karnataka, India
来源
2012 19TH ASIA-PACIFIC SOFTWARE ENGINEERING CONFERENCE (APSEC), VOL 1 | 2012年
关键词
Bug Prevention; Software Maintenance; Mining Software Repositories; QUALITY; COMPLEXITY; FAULTS;
D O I
10.1109/APSEC.2012.43
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
There exist a number of large legacy systems that still undergo continuous maintenance and enhancement. Due to the sheer size and complexity of the software systems and limited resources, managers are confronted with crucial decisions regarding allocation and training of new engineers, intelligent allocation of testing personnel, assessment of release readiness of the software and so on. While the area of bug prediction by mining software repositories holds promise, and is a worthwhile endeavor, the current state of the art techniques are not accurate enough in predicting bugs and hence are of limited usefulness to managers. So instead of predicting files as buggy or not we take a different viewpoint and focus on providing decision support for managers. In this paper we present a set of metrics to guide the managers in taking these decisions. These metrics are evaluated using 4 open source systems and 2 proprietary systems.
引用
收藏
页码:260 / 269
页数:10
相关论文
共 50 条
  • [1] Software Bug Prediction Model Based on Mathematical Graph Features Metrics
    Takeda, Tomohiro
    Masuda, Satoshi
    Tsuda, Kazuhiko
    2022 IEEE 15TH INTERNATIONAL CONFERENCE ON SOFTWARE TESTING, VERIFICATION AND VALIDATION WORKSHOPS (ICSTW 2022), 2022, : 229 - 235
  • [2] Developing Software Bug Prediction Models Using Various Software Metrics as the Bug Indicators
    Gupta, Varuna
    Ganeshan, N.
    Singhal, Tarun K.
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2015, 6 (02) : 60 - 65
  • [3] Evaluating Performance of Network Metrics for Bug Prediction in Software
    Prateek, Satya
    Pasala, Anjaneyulu
    Aracena, Luis Moreno
    2013 20TH ASIA-PACIFIC SOFTWARE ENGINEERING CONFERENCE (APSEC 2013), VOL 1, 2013, : 124 - 131
  • [4] Software metrics decision support system
    Ulvila, JW
    Gaffney, JE
    Chinnis, JO
    FIFTH INTERNATIONAL SOFTWARE METRICS SYMPOSIUM - METRICS 1998, PROCEEDINGS, 1998, : 184 - 192
  • [5] Software bug prediction using object-oriented metrics
    Gupta, Dharmendra Lal
    Saxena, Kavita
    SADHANA-ACADEMY PROCEEDINGS IN ENGINEERING SCIENCES, 2017, 42 (05): : 655 - 669
  • [6] Software bug prediction using object-oriented metrics
    Dharmendra Lal Gupta
    Kavita Saxena
    Sādhanā, 2017, 42 : 655 - 669
  • [7] Analysing Bug Prediction Capabilities of Static Code Metrics in Open Source Software
    Ferzund, Javed
    Ahsan, Syed Nadeem
    Wotawa, Franz
    SOFTWARE PROCESS AND PRODUCT MEASUREMENT, 2008, 5338 : 331 - 343
  • [8] Towards Group Decision Support in the Software Maintenance Process
    Zoheir, Dinedane Mohammed
    Kamel, Abdi Mustapha
    INTERNATIONAL JOURNAL OF DECISION SUPPORT SYSTEM TECHNOLOGY, 2022, 14 (01)
  • [9] Test case simplification based on coupling metrics in software bug location
    Hu, Xiaohui
    JOURNAL OF MEASUREMENTS IN ENGINEERING, 2023, 11 (02) : 113 - 126
  • [10] A metrics-based software maintenance effort model
    Hayes, JH
    Patel, SC
    Zhao, LM
    CSMR 2004: EIGHTH EUROPEAN CONFERENCE ON SOFTWARE MAINTENANCE AND REENGINEERING, PROCEEDINGS, 2004, : 254 - 258