An empirical study to investigate oversampling methods for improving software defect prediction using imbalanced data

Neurocomputing ◽

10.1016/j.neucom.2018.04.090 ◽

2019 ◽

Vol 343 ◽

pp. 120-140 ◽

Author(s):

Ruchika Malhotra ◽

Shine Kamal

Keyword(s):

Empirical Study ◽

Imbalanced Data ◽

Defect Prediction ◽

Software Defect Prediction ◽

Software Defect

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Class Imbalance Issue in Software Defect Prediction Models by various Machine Learning Techniques: An Empirical Study

10.1109/icscc51209.2021.9528170 ◽

2021 ◽

Author(s):

Sushant Kumar Pandey ◽

Anil Kumar Tripathi

Keyword(s):

Machine Learning ◽

Empirical Study ◽

Prediction Models ◽

Class Imbalance ◽

Machine Learning Techniques ◽

Defect Prediction ◽

Software Defect Prediction ◽

Software Defect ◽

Learning Techniques ◽

Defect Prediction Models

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Software defect prediction using K‐PCA and various kernel‐based extreme learning machine: an empirical study

IET Software ◽

10.1049/iet-sen.2020.0119 ◽

2020 ◽

Vol 14 (7) ◽

pp. 768-782

Author(s):

Sushant Kumar Pandey ◽

Deevashwer Rathee ◽

Anil Kumar Tripathi

Keyword(s):

Empirical Study ◽

Extreme Learning Machine ◽

Defect Prediction ◽

Software Defect Prediction ◽

Software Defect ◽

Learning Machine

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An Empirical Study of Model-Agnostic Interpretation Technique for Just-in-Time Software Defect Prediction

Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering - Collaborative Computing: Networking, Applications and Worksharing ◽

10.1007/978-3-030-92635-9_25 ◽

2021 ◽

pp. 420-438

Author(s):

Xingguang Yang ◽

Huiqun Yu ◽

Guisheng Fan ◽

Zijie Huang ◽

Kang Yang ◽

...

Keyword(s):

Empirical Study ◽

Defect Prediction ◽

Just In Time ◽

Software Defect Prediction ◽

Software Defect

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Impact of imbalanced data on the performance of software defect prediction classifiers

Journal of Physics Conference Series ◽

10.1088/1742-6596/1345/2/022026 ◽

2019 ◽

Vol 1345 ◽

pp. 022026

Author(s):

Lichao Wang ◽

Wei Wang ◽

Bingyou Liu ◽

Shuqiao Geng

Keyword(s):

Imbalanced Data ◽

Defect Prediction ◽

Software Defect Prediction ◽

Software Defect

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Handling Imbalanced Data using Ensemble Learning in Software Defect Prediction

2020 10th International Conference on Cloud Computing, Data Science & Engineering (Confluence) ◽

10.1109/confluence47617.2020.9058124 ◽

2020 ◽

Author(s):

Ruchika Malhotra ◽

Juhi Jain

Keyword(s):

Ensemble Learning ◽

Imbalanced Data ◽

Defect Prediction ◽

Software Defect Prediction ◽

Software Defect

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Applying Weighted Particle Swarm Optimization to Imbalanced Data in Software Defect Prediction

Lecture Notes in Networks and Systems - New Technologies, Development and Application ◽

10.1007/978-3-319-90893-9_35 ◽

2018 ◽

pp. 289-296 ◽

Author(s):

Lucija Brezočnik ◽

Vili Podgorelec

Keyword(s):

Particle Swarm Optimization ◽

Particle Swarm ◽

Imbalanced Data ◽

Defect Prediction ◽

Software Defect Prediction ◽

Swarm Optimization ◽

Software Defect

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An empirical study on pareto based multi-objective feature selection for software defect prediction

Journal of Systems and Software ◽

10.1016/j.jss.2019.03.012 ◽

2019 ◽

Vol 152 ◽

pp. 215-238 ◽

Author(s):

Chao Ni ◽

Xiang Chen ◽

Fangfang Wu ◽

Yuxiang Shen ◽

Qing Gu

Keyword(s):

Feature Selection ◽

Empirical Study ◽

Defect Prediction ◽

Software Defect Prediction ◽

Multi Objective ◽

Software Defect ◽

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Software Defect Prediction Using Propositionalization Based Data Preprocessing: An Empirical Study

2018 2nd International Conference on Data Science and Business Analytics (ICDSBA) ◽

10.1109/icdsba.2018.00021 ◽

2018 ◽

Author(s):

CholMyong Pak ◽

Tiantian Wang ◽

Xiaohong Su

Keyword(s):

Empirical Study ◽

Data Preprocessing ◽

Defect Prediction ◽

Software Defect Prediction ◽

Software Defect

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Imbalanced Data Processing Model for Software Defect Prediction

Wireless Personal Communications ◽

10.1007/s11277-017-5117-z ◽

2017 ◽

Vol 102 (2) ◽

pp. 937-950 ◽

Author(s):

Lijuan Zhou ◽

Ran Li ◽

Shudong Zhang ◽

Hua Wang

Keyword(s):

Data Processing ◽

Imbalanced Data ◽

Defect Prediction ◽

Software Defect Prediction ◽

Software Defect

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Attribute Selection and Imbalanced Data: Problems in Software Defect Prediction

2010 22nd IEEE International Conference on Tools with Artificial Intelligence ◽

10.1109/ictai.2010.27 ◽

2010 ◽

Author(s):

Taghi M. Khoshgoftaar ◽

Kehan Gao ◽

Naeem Seliya

Keyword(s):

Imbalanced Data ◽

Attribute Selection ◽

Defect Prediction ◽

Software Defect Prediction ◽

Software Defect

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