Disruptive Technologies for Society 5.0

6 A Metric to Determine the Change Proneness of Software Classes Using GMDH Networks

Ashu Jain, Dhyanendra Jain, and Prashant Singh

Contents

6.1 Introduction

6.2 Literature Review

6.3 Research Methodology

6.4 Group Method of Data Handling Polynomial Networks (GMDH)

6.4.1 Structure of a GMDH Network

6.4.2 Algorithm

6.5 Empirical Data Collection

6.5.1 Independent and Dependent Variables

6.5.2 Machine Learning Algorithms Used

6.6 Evaluation Metrics Used

6.7 Results

6.7.1 Cross Validation Results

6.7.2 Results of Friedman Test

6.8 Class Change Factor (CCF) Metric

6.8.1 Definition of CCF Metric

6.8.2 Validating the CCF Metric

6.8.3 Application of CCF Metric

6.9 Conclusion and Future Work

References

DOI: 10.1201/9781003154686-6

6.1 Introduction ...