On the Effectiveness of Labeled Latent Dirichlet Allocation in Automatic Bug-Report Categorization

被引：9
|
作者：
Zibran, Minhaz F. [1 ]
机构：
[1] Univ New Orleans, 2000 Lakeshore Dr, New Orleans, LA 70148 USA
来源：
2016 IEEE/ACM 38TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING COMPANION (ICSE-C) | 2016年
关键词：
bug-report; automatic categorization; topic modelling; LLDA;
D O I：
10.1145/2889160.2892646
中图分类号：
TP31 [计算机软件];
学科分类号：
081202 ; 0835 ;
摘要：
Bug-reports are valuable sources of information. However, study of the bug-reports' content written in natural language demands tedious human efforts for manual interpretation. This difficulty limits the scale of empirical studies, which rely on interpretation and categorization of bug-reports. In this work, we investigate the effectiveness of Labeled Latent Dirichlet Allocation (LLDA) in automatic classification of bug-reports into a predefined set of categories.
引用
收藏
页码：713 / 715
页数：3
相关论文
共 33 条
  • [1] Latent Dirichlet Allocation for Automatic Document Categorization
    Biro, Istvan
    Szabo, Jacint
    [J]. MACHINE LEARNING AND KNOWLEDGE DISCOVERY IN DATABASES, PT II, 2009, 5782 : 430 - 441
  • [2] Supervised labeled latent Dirichlet allocation for document categorization
    Li, Ximing
    Ouyang, Jihong
    Zhou, Xiaotang
    Lu, You
    Liu, Yanhui
    [J]. APPLIED INTELLIGENCE, 2015, 42 (03) : 581 - 593
  • [3] Supervised labeled latent Dirichlet allocation for document categorization
    Ximing Li
    Jihong Ouyang
    Xiaotang Zhou
    You Lu
    Yanhui Liu
    [J]. Applied Intelligence, 2015, 42 : 581 - 593
  • [4] Using Latent Dirichlet Allocation for Automatic Categorization of Software
    Tian, Kai
    Revelle, Meghan
    Poshyvanyk, Denys
    [J]. 2009 6TH IEEE INTERNATIONAL WORKING CONFERENCE ON MINING SOFTWARE REPOSITORIES, 2009, : 163 - 166
  • [5] Comparing Hierarchical Dirichlet Process with Latent Dirichlet Allocation in Bug Report Multiclass Classification
    Limsettho, Nachai
    Hata, Hideaki
    Matsumoto, Ken-ichi
    [J]. 2014 15TH IEEE/ACIS INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING, ARTIFICIAL INTELLIGENCE, NETWORKING AND PARALLEL/DISTRIBUTED COMPUTING (SNPD), 2014, : 137 - 142
  • [6] Bug localization using latent Dirichlet allocation
    Lukins, Stacy K.
    Kraft, Nicholas A.
    Etzkorn, Letha H.
    [J]. INFORMATION AND SOFTWARE TECHNOLOGY, 2010, 52 (09) : 972 - 990
  • [7] Labeled Phrase Latent Dirichlet Allocation
    Tang, Yi-Kun
    Mao, Xian-Ling
    Huang, Heyan
    [J]. WEB INFORMATION SYSTEMS ENGINEERING - WISE 2016, PT I, 2016, 10041 : 525 - 536
  • [8] Type-2 Fuzzy Labeled Latent Dirichlet Allocation for Human Action Categorization
    Cao, Xiao-Qin
    Liu, Zhi-Qiang
    [J]. 2012 21ST INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR 2012), 2012, : 1338 - 1341
  • [9] En-LDA: An Novel Approach to Automatic Bug Report Assignment with Entropy Optimized Latent Dirichlet Allocation
    Zhang, Wen
    Cui, Yangbo
    Yoshida, Taketoshi
    [J]. ENTROPY, 2017, 19 (05):
  • [10] Automatic Unsupervised Bug Report Categorization
    Limsettho, Nachai
    Hata, Hideaki
    Monden, Akito
    Matsumoto, Kenichi
    [J]. 2014 6TH INTERNATIONAL WORKSHOP ON EMPIRICAL SOFTWARE ENGINEERING IN PRACTICE (IWESEP 2014), 2014, : 7 - 12
1234