Association Rule Mining for Finding Usability Problem Patterns: A Case Study on StackOverflow

被引：0
|
作者：
Etemadi, Vahid [1 ]
Bushehrian, Omid [1 ]
Akbari, Reza [1 ]
机构：
[1] Shiraz Univ Technol, Dept Comp Engn & IT, Shiraz, Iran
来源：
2017 18TH CSI INTERNATIONAL SYMPOSIUM ON COMPUTER SCIENCE AND SOFTWARE ENGINEERING CONFERENCE (CSSE) | 2017年
关键词：
Problem pattern; Association rule mining; Usability issue; Knowledge discovery;
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：
Usually, developers suffer from usability related problems during working with software development tools. Such problems should be detected to improve developer team performance. To tackle this problem, pattern discovery techniques can be used to locate usability problems by analyzing the feedback of users extracted from software repositories. In this paper, a comprehensive data analysis methodology is presented to extract hidden knowledge for acquiring user challenges regarding tools interaction. The main motivation of this paper is to involve the role of knowledge in software development process such as Agile development. Rich user feedback datasets from StackOverflow programming Question and Answer (Q&A) repository have been used as the input of Apriori algorithm while required preprocessing has been considered. The generated results are association rules representing the usability problem patterns among tools and technologies interactions. The results can also be used for effort planning when a software upgrade needs to be considered.
引用
收藏
页码：24 / 29
页数：6
相关论文
共 50 条
  • [1] Extraction of interesting patterns through association rule mining for improvement of website usability
    Daş, Resul
    Türkoǧlu, Ibrahim
    Istanbul University - Journal of Electrical and Electronics Engineering, 2009, 9 (02): : 1037 - 1046
  • [2] Association rule mining for the usability of the CAPTCHA interfaces: a new study of multimedia systems
    Brodic, Darko
    Amelio, Alessia
    MULTIMEDIA SYSTEMS, 2018, 24 (06) : 625 - 644
  • [3] Association rule mining for the usability of the CAPTCHA interfaces: a new study of multimedia systems
    Darko Brodić
    Alessia Amelio
    Multimedia Systems, 2018, 24 : 625 - 644
  • [4] Using association rule mining for the QSAR problem
    Dumitriu, L.
    Craciun, M-V.
    Segal, C.
    Cocu, A.
    Georgescu, L. P.
    2006 3RD INTERNATIONAL IEEE CONFERENCE INTELLIGENT SYSTEMS, VOLS 1 AND 2, 2006, : 519 - 522
  • [5] Application of Association Rule Mining: A Case Study on Team India
    Raj, K. Antony Arokia Durai
    Padma, Panchapakesan
    2013 INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATION AND INFORMATICS, 2013,
  • [6] Finding the base of global implications for the association rule problem
    Dumitriu, L
    Dumitriu, T
    Tudorie, C
    2002 FIRST INTERNATIONAL IEEE SYMPOSIUM INTELLIGENT SYSTEMS, VOL 1, PROCEEDINGS, 2002, : 215 - 220
  • [7] Scan patterns for association rule mining of image data
    Zequn, G
    IMAGE PROCESSING AND PATTERN RECOGNITION IN REMOTE SENSING, 2003, 4898 : 212 - 219
  • [8] Association rule mining with mostly associated sequential patterns
    Soysal, Omer M.
    EXPERT SYSTEMS WITH APPLICATIONS, 2015, 42 (05) : 2582 - 2592
  • [9] Fuzzy Clustering Based Association Rule Mining: A Case Study on Ecommerce
    Öztaysi, Basar
    Yurdadön, Pelin
    Onar, Sezi Cevik
    INTELLIGENT AND FUZZY SYSTEMS: DIGITAL ACCELERATION AND THE NEW NORMAL, INFUS 2022, VOL 1, 2022, 504 : 112 - 118
  • [10] Utility of Association Rule Mining: a Case Study using Weka Tool
    Lekha, A.
    Srikrishna, C. V.
    Vinod, Viji
    2013 INTERNATIONAL CONFERENCE ON EMERGING TRENDS IN VLSI, EMBEDDED SYSTEM, NANO ELECTRONICS AND TELECOMMUNICATION SYSTEM (ICEVENT 2013), 2013,
12345