Topic modeling-based prediction of software defects and root cause using BERTopic, and multioutput classifier

Topic modeling-based prediction of software defects and root cause using BERTopic, and multioutput classifier

Abstract The occurrence of software defects remains a major obstacle in software engineering, resulting in costly debugging and maintenance efforts. This study introduces a new angle for software defect prediction (SDP), utilizing advanced natural language processing (NLP) and machine learning (ML)...

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Bibliographic Details
Main Authors: Devi Priya Gottumukkala, Prasad Reddy P.V.G.D, S. Krishna Rao
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Software defect prediction (SDP)
BERTopic
Multioutput classifier
Online Access:https://doi.org/10.1038/s41598-025-11458-0
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