Effectiveness of weighted neural network on accuracy of software fault localization

SR Heris, MR Keyvanpour - 2019 5th International Conference …, 2019 - ieeexplore.ieee.org
Considering the importance of software systems in human life, their quality assurance is very
important. Fault localization is one of the software testing steps, it tries to find the exact …

Software fault localization using BP neural network based on function and branch coverage

A Maru, A Dutta, KV Kumar, DP Mohapatra - Evolutionary Intelligence, 2021 - Springer
Software failure is inevitable with the increase in scale and complexity of the software.
Existing fault localization techniques based on neural networks take statement coverage …

Effective software fault localization using a back propagation neural network

A Maru, A Dutta, KV Kumar, DP Mohapatra - Computational Intelligence in …, 2020 - Springer
Effective fault localization is an essential requirement of the software development process.
Back propagation neural network can be used for localizing the faults effectively and …

[引用][C] Combining Error Guessing and Logical Reasoning for Software Fault Localization via Deep Learning

R Wang, M Fan, Y Yan, S Jiang - International Journal of Software …, 2024 - World Scientific
Automated fault localization has been extensively studied to improve the effectiveness of
software debugging. Existing automated fault localization methods neglect the guidance of …

Fault localization analysis based on deep neural network

W Zheng, D Hu, J Wang - Mathematical Problems in …, 2016 - Wiley Online Library
With software's increasing scale and complexity, software failure is inevitable. To date,
although many kinds of software fault localization methods have been proposed and have …

Effective fault localization using an ensemble classifier

A Dutta, N Pant, P Mitra, R Mall - … International Conference on …, 2019 - ieeexplore.ieee.org
Fault localization is possibly the most time consuming and tedious task in the process of
program debugging. To alleviate this issue, we propose an ensemble of fault localization …

Enhancing Software Fault Localization Using Deep Learning Techniques

IP Byrraju, J Swaminathan - 2023 World Conference on …, 2023 - ieeexplore.ieee.org
The goal of software fault localization, a crucial activity in software development, is to locate
the flaws in a program's source code. Program analysis and statistical approaches, which …

ALBFL: A novel neural ranking model for software fault localization via combining static and dynamic features

X Xiao, Y Pan, B Zhang, G Hu, Q Li, R Lu - Information and Software …, 2021 - Elsevier
Context Automatic software fault localization serves as a significant purpose in helping
developers solve bugs efficiently. Existing approaches for software fault localization can be …

[HTML][HTML] Software fault localization through aggregation-based neural ranking for static and dynamic features selection

A Alhumam - Sensors, 2021 - mdpi.com
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 …

Software fault localization based on network spectrum and graph neural network

X Gou, A Zhang, C Wang, Y Liu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Accurate fault localization renders software test resource allocation and maintenance cost-
efficient. However, this is challenging when there are false alarm repercussions caused by …