Concepedia

The Impact of Mislabelling on the Performance and Interpretation of Defect Prediction Models

Chakkrit Tantithamthavorn, Shane McIntosh, Ahmed E. Hassan, Akinori Ihara, Kenichi Matsumoto

Institutional Repositories DataBase (IRDB) · 2018 · 89 citations · 45 references

Open access

Concepts

ComputingComputer ScienceMachine LearningPredictive AnalyticsSoftware EngineeringDefect ClassificationDefect DetectionFault DetectionSoftware TestingCase Study EvaluationDefect PredictionLabel Noise ModelingLabeling DefectsMislabelling DetectionSoftware Fault Prediction

Abstract

2015 IEEE/ACM 37th IEEE International Conference on Software Engineering, 6-24 May 2015, Florence, Italy

References

45

Random Forests

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

A Cluster Analysis Method for Grouping Means in the Analysis of Variance

A.J. Scott, M. Knott · Biometrics · 1974 · 2.8K citations

Public Health, Biostatistics, Group Dynamics +11

Benchmarking Classification Models for Software Defect Prediction: A Proposed Framework and Novel Findings

Stefan Lessmann, Bart Baesens, Christophe Mues et al. · IEEE Transactions on Software Engineering · 2008 · 1.2K citations

Computing, Computer Science, Machine Learning +16

A Systematic Literature Review on Fault Prediction Performance in Software Engineering

Tracy Hall, Sarah Beecham, David Bowes et al. · IEEE Transactions on Software Engineering · 2011 · 1.1K citations

Computing, Computer Science, Feature Engineering +15

Predicting Defects for Eclipse

Thomas Zimmermann, Rahul Premraj, Andreas Zeller · 2007 · 752 citations

Computing, Computer Science, Data Mining +11