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Title: :  Enhancing Software Quality with ML-based Bug Prediction
PaperId: :  27439
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 5 2025
DUI:    16.0415/IJARIIE-27439
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Kouti vibhaT JOHN INSTITUTE of technology
Selvam muniappan T JOHN INSTITUTE of technology

Abstract

Machine learning
Software Bug Prediction (SBP), Software Development, Software Maintenance, Software Quality, Reliability, Efficiency, Cost Reduction, Bug Prediction Model, Machine Learning (ML), Supervised Learning, Naïve Bayes (NB), Decision Tree (DT), Artificial Neural Networks (ANNs), Historical Data, Prediction Accuracy, Comparative Analysis, Performance Evaluation
Software Bug Prediction (SBP) plays a vital role in the software development and maintenance lifecycle, as it directly impacts the overall success of software systems. Identifying defects at earlier stages leads to higher software quality, improved reliability, better efficiency, and reduced development costs. Despite its importance, building an accurate bug prediction model remains a difficult challenge, and numerous methods have been suggested in previous studies. In this work, we propose a software bug prediction model that employs machine learning (ML) techniques. Specifically, three supervised ML classifiers—Naïve Bayes (NB), Decision Tree (DT), and Artificial Neural Networks (ANNs)—are applied to predict future software defects using historical datasets. The evaluation results demonstrate that ML-based models can achieve high prediction accuracy. Additionally, a comparative analysis with existing approaches reveals that the proposed ML-based prediction model provides superior performance.

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IJARIIE Kouti vibha, and Selvam muniappan . "Enhancing Software Quality with ML-based Bug Prediction" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 5 2025 Page 40-44
MLA Kouti vibha, and Selvam muniappan . "Enhancing Software Quality with ML-based Bug Prediction." International Journal Of Advance Research And Innovative Ideas In Education 11.5(2025) : 40-44.
APA Kouti vibha, & Selvam muniappan . (2025). Enhancing Software Quality with ML-based Bug Prediction. International Journal Of Advance Research And Innovative Ideas In Education, 11(5), 40-44.
Chicago Kouti vibha, and Selvam muniappan . "Enhancing Software Quality with ML-based Bug Prediction." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 5 (2025) : 40-44.
Oxford Kouti vibha, and Selvam muniappan . 'Enhancing Software Quality with ML-based Bug Prediction', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 5, 2025, p. 40-44. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/Enhancing_Software_Quality_with_ML_based_Bug_Prediction_ijariie27439.pdf (Accessed : ).
Harvard Kouti vibha, and Selvam muniappan . (2025) 'Enhancing Software Quality with ML-based Bug Prediction', International Journal Of Advance Research And Innovative Ideas In Education, 11(5), pp. 40-44IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/Enhancing_Software_Quality_with_ML_based_Bug_Prediction_ijariie27439.pdf (Accessed : )
IEEE Kouti vibha, and Selvam muniappan , "Enhancing Software Quality with ML-based Bug Prediction," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 5, pp. 40-44, Sep-Oct 2025. [Online]. Available: http://ijariie.com/AdminUploadPdf/Enhancing_Software_Quality_with_ML_based_Bug_Prediction_ijariie27439.pdf [Accessed : ].
Turabian Kouti vibha, and Selvam muniappan . "Enhancing Software Quality with ML-based Bug Prediction." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 5 ().
Vancouver Kouti vibha, and Selvam muniappan . Enhancing Software Quality with ML-based Bug Prediction. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(5) : 40-44. Available from: http://ijariie.com/AdminUploadPdf/Enhancing_Software_Quality_with_ML_based_Bug_Prediction_ijariie27439.pdf
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