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Improving Ranking-Oriented Defect Prediction Using a Cost-Sensitive Ranking SVM
期刊论文
IEEE TRANSACTIONS ON RELIABILITY, 2020, 卷号: 69, 期号: 1, 页码: 139-153
作者:
Yu, Xiao
;
Liu, Jin
;
Keung, Jacky Wai
;
Li, Qing
;
Bennin, Kwabena Ebo
收藏
  |  
浏览/下载:25/0
  |  
提交时间:2020/06/02
Support vector machines
Software
Prediction algorithms
Predictive models
Testing
Software algorithms
Computer science
Cost-sensitive learning
data imbalance
ranking-oriented defect prediction (RODP)
Software Defect Prediction Based on Cost-Sensitive Dictionary Learning
期刊论文
INTERNATIONAL JOURNAL OF SOFTWARE ENGINEERING AND KNOWLEDGE ENGINEERING, 2019, 卷号: 29, 期号: 9
作者:
Wan, Hongyan
;
Wu, Guoqing
;
Yu, Mali
;
Yuan, Mengting
收藏
  |  
浏览/下载:6/0
  |  
提交时间:2019/12/05
Software defect prediction
dictionary learning
cost-sensitive
bilevel optimization
sparse coding
Best neighbor-guided artificial bee colony algorithm for continuous optimization problems
期刊论文
SOFT COMPUTING, 2019, 卷号: 23, 期号: 18
作者:
Peng, Hu
;
Deng, Changshou
;
Wu, Zhijian
收藏
  |  
浏览/下载:15/0
  |  
提交时间:2019/12/05
Artificial bee colony (ABC)
Continuous optimization problems
Best neighbor-guided search
Global neighbor search
Software defect prediction
Node2defect: Using network embedding to improve software defect prediction
会议论文
作者:
Qu, Yu
;
Jin, Yangxu
;
Liu, Ting
;
Cui, Di
;
Zheng, Qinghua
收藏
  |  
浏览/下载:9/0
  |  
提交时间:2019/11/19
Defect prediction
Network embedding
Software defect
Software metrics
A Comprehensive Investigation of the Role of Imbalanced Learning for Software Defect Prediction
期刊论文
IEEE Transactions on Software Engineering, 2018
作者:
Song, Qinbao
;
Guo, Yuchen
;
Shepperd, Martin
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  |  
浏览/下载:5/0
  |  
提交时间:2019/11/26
Bagging
Boosting
bug prediction
Computer bugs
effect size
imbalance ratio
imbalanced learning
Machine learning algorithms
Measurement
Software
Software defect prediction
Poster: Bridging effort-Aware prediction and strong classification: A just-in-Time software defect prediction study
会议论文
作者:
Guo, Yuchen
;
Shepperd, Martin
;
Li, Ning
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  |  
浏览/下载:5/0
  |  
提交时间:2019/11/26
Classification performance
Defect classification
Defect prediction
Effort-Aware
Just in time
Skewed distribution
Software defect prediction
Suboptimal solution
Progress on approaches to software defect prediction
期刊论文
IET SOFTWARE, 2018, 卷号: 12, 期号: 3
作者:
Li, Zhiqiang
;
Jing, Xiao-Yuan
;
Zhu, Xiaoke
收藏
  |  
浏览/下载:5/0
  |  
提交时间:2019/12/05
software quality
software reliability
quality assurance
research and development
software defect prediction
software engineering journals
defect-prone software modules
software quality assurance
machine learning-based prediction algorithms
data manipulation
effort-aware prediction
empirical studies
Software defect prediction using stacked denoising autoencoders and two-stage ensemble learning
期刊论文
INFORMATION AND SOFTWARE TECHNOLOGY, 2018, 卷号: 96, 页码: 94-111
作者:
Tong, Haonan
;
Liu, Bin
;
Wang, Shihai
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  |  
浏览/下载:3/0
  |  
提交时间:2019/12/30
Software defect prediction
Stacked denoising autoencoders
Ensemble learning
Software metrics
Deep learning
Defect Prediction Based on The Characteristics of Multilayer Structure of Software Network
会议论文
2018 IEEE 18TH INTERNATIONAL CONFERENCE ON SOFTWARE QUALITY, RELIABILITY AND SECURITY COMPANION (QRS-C), 2018-01-01
作者:
Yang, Yiwen
;
Ai, Jun
;
Wang, Fei
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  |  
浏览/下载:7/0
  |  
提交时间:2019/12/30
defect prediction
software metrics
complex network
machine learning
An improved supervised learning defect prediction model based on cat swarm algorithm
会议论文
Journal of Physics: Conference Series, 2018-08-10
作者:
Wang, X.
;
Yan, H.
;
Li, J.
收藏
  |  
浏览/下载:4/0
  |  
提交时间:2019/12/30
Benchmarking
Data mining
Decision trees
Defects
Forecasting
Learning systems
Quality assurance
Software testing
Swarm intelligence
Defect prediction models
Feature selection methods
High-dimensional problems
Integrated learning
Performance improvements
Random forest methods
Software defect prediction
Swarm intelligence algorithms
Learning algorithms
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