Machine-Learning-Assisted Software Defect Prediction
Zhou Xu
Gebundenes Buch

Machine-Learning-Assisted Software Defect Prediction

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This book focuses on software defect prediction (SDP) in order to avoid threats related to quality, reliability and safety. It details advanced machine/deep learning technologies to discuss strategies for identifying and preventing such issues, and introduces innovative approaches to address feature irrelevance and redundancy, data imbalance in defect data, selection of representative module subsets for cross-version defect prediction, and managing data distribution variances in cross-project defect prediction. The book is organized into eight chapters, systematically covering various aspects ...