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The impact of using biased performance metrics on software defect prediction research

Mar 24, 2021
Jingxiu Yao, Martin Shepperd

* Submitted to the journal Information & Software Technology. It is a greatly extended version of "Assessing Software Defection Prediction Performance: Why Using the Matthews Correlation Coefficient Matters" presented at EASE 2020 

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The Prevalence of Errors in Machine Learning Experiments

Sep 10, 2019
Martin Shepperd, Yuchen Guo, Ning Li, Mahir Arzoky, Andrea Capiluppi, Steve Counsell, Giuseppe Destefanis, Stephen Swift, Allan Tucker, Leila Yousefi

* 20th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL), 14--16 November 2019 

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