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Comparing Design and Code Metrics for Software Quality Prediction

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Comparing Design and Code Metrics for Software Quality Prediction Y. Jiang, B. Cukic, T. Menzies Lane Department of CSEE West Virginia University PROMISE 2008
Predicting Faults Earlier Matters ,[object Object],[object Object],[object Object]
How early? ,[object Object]
Predicting From Design Metrics? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Goal of This Study ,[object Object],[object Object],[object Object],[object Object],[object Object]
Metrics Description (1) ,[object Object]
Metrics Description (2) ,[object Object]
Experimental Design Classification 10x10 CV Illustrate Results Using ROC Code Visualize Using Boxplot diagrams Compare using Nonparametric Statistical Tests Evaluate Results Using AUC trapezoid rule Design All
Datasets: NASA MDP ,[object Object],[object Object]
Experimental Design (2) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Analysis example: PC5 data set ,[object Object],[object Object],[object Object],[object Object],ROC Boxplot
Typical Results
Not So Typical Results
Atypical Results
Test Statistical Significance ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Pairwise comparison ,[object Object],[object Object],[object Object],[object Object]
The Result of Hypothesis Test (1) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
 
Findings ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Summary of Observations ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Threats to Validity ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Ensuing Research ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

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