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A comparative study of deep learning techniques in software fault prediction
Tạp chí Khoa học và Công nghệSoftware fault prediction (SFP) is an important approach in software engineering that ensures software quality and reliability. Prediction of software faults helps developers identify faulty components in software systems.
Ha Thi Minh Phuong +2 more
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RMTool, Rekayasa Persyaratan, Perangkat Lunak, UML, Pemula
Jurnal Nasional Teknik Elektro dan Teknologi Informasi, 2017 High balance value of software fault prediction can help in conducting test effort, saving test costs, saving test resources, and improving software quality.
Fachrul Pralienka Bani Muhamad +2 more
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Sensors, 2021 The automatic localization of software faults plays a critical role in assisting software professionals in fixing problems quickly. Despite various existing models for fault tolerance based on static features, localization is still challenging.
Abdulaziz Alhumam
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A Novel Software Reliability Growth Model Based on Generalized Imperfect Debugging NHPP Framework
IEEE Access, 2023 Non-Homogeneous Poisson Process (NHPP) is a standard framework in the field of software reliability analysis. The core of NHPP consists in determining the Mean Value Function (MVF) of cumulative error number at a specific time slot.
Hang Luo +4 more
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Piecewise Congruence Regressed Indexive Extreme Learning Classifier for Software Fault Prediction
IEEE AccessSoftware fault prediction is a significant task in software development to discover faults early. It is the process of developing models that can be used by the software practitioners in the early phases of software development life cycle for detecting ...
Sureka Sivavelu, Venkatesh Palanisamy
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Using Tri-Relation Networks for Effective Software Fault-Proneness Prediction
IEEE Access, 2019 Software modules and developers are two core elements during the process of software development. Previous studies have shown that analyzing relations between 1) software modules; (2) developers; and (3) modules and developers, is critical to understand ...
Yihao Li +3 more
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MehrasaModanlou/DNN-for-Software-Fault-Prediction: Initial Release
<h2>What's Changed</h2> <ul> <li>Release the first version of the SFP-DNN.ipynb by @MehrasaModanlou in https://github.com/MehrasaModanlou/DNN-for-Software-Fault-Prediction/pull/1</li> </ul> <h2>New Contributors ...
MehrasaModanlou
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IEEE AccessSoftware fault prediction is a critical aspect of software engineering aimed at improving software quality and reliability. However, it faces significant challenges, including the class imbalance issue in fault data and the need for robust predictive ...
S. Kaliraj, A. M. Kishoore, V. Sivakumar
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Entropy Churn Metrics for Fault Prediction in Software Systems
Entropy, 2018 Fault prediction is an important research area that aids software development and the maintenance process. It is a field that has been continuously improving its approaches in order to reduce the fault resolution time and effort.
Arvinder Kaur, Deepti Chopra
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FEBS Letters, EarlyView.Enteropathogenic E. coli (EPEC) infects the human intestinal epithelium, resulting in severe illness and diarrhoea. In this study, we compared the infection of cancer‐derived cell lines with human organoid‐derived models of the small intestine. We observed a delayed in attachment, inflammation and cell death on primary cells, indicating that host ...
Mastura Neyazi +5 more
wiley +1 more source