Predicting the precise number of software defects: Are we there yet?

X Yu, J Keung, Y Xiao, S Feng, F Li, H Dai - Information and Software …, 2022 - Elsevier
Abstract Context: Defect Number Prediction (DNP) models can offer more benefits than
classification-based defect prediction. Recently, many researchers proposed to employ …

A universal data augmentation approach for fault localization

H Xie, Y Lei, M Yan, Y Yu, X Xia, X Mao - Proceedings of the 44th …, 2022 - dl.acm.org
Data is the fuel to models, and it is still applicable in fault localization (FL). Many existing
elaborate FL techniques take the code coverage matrix and failure vector as inputs …

Feature-fl: Feature-based fault localization

Y Lei, H Xie, T Zhang, M Yan, Z Xu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Fault localization aims at developing an effective methodology identifying suspicious
statements potentially responsible for program failures. The spectrum-based fault …

GNet4FL: effective fault localization via graph convolutional neural network

J Qian, X Ju, X Chen - Automated Software Engineering, 2023 - Springer
Fault localization aims to efficiently locate faults when debugging programs, reducing
software development and maintenance costs. Spectrum-based fault location (SBFL) is the …

When debugging encounters artificial intelligence: state of the art and open challenges

Y Song, X Xie, B Xu - Science China Information Sciences, 2024 - Springer
Both software debugging and artificial intelligence techniques are hot topics in the current
field of software engineering. Debugging techniques, which comprise fault localization and …

VsusFL: Variable-suspiciousness-based Fault Localization for novice programs

Z Li, S Wu, Y Liu, J Shen, Y Wu, Z Zhang… - Journal of Systems and …, 2023 - Elsevier
Automatically localizing faulty statements is a desired feature for effective learning
programming. Most of the existing automated fault localization techniques are developed …

GMBFL: Optimizing Mutation-Based Fault Localization via Graph Representation

S Wu, Z Li, Y Liu, X Chen, M Li - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Mutation-based fault localization has shown promising accuracy in localizing faults due to its
finer analysis granularity. However, the effectiveness is limited when dealing with diverse …

[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 …

Effective Fault Localization using Probabilistic and Grouping Approach

SS Srivastava, A Dutta, R Mall - arXiv preprint arXiv:2403.05022, 2024 - arxiv.org
Context: Fault localization (FL) is the key activity while debugging a program. Any
improvement to this activity leads to significant improvement in total software development …

Research on search ranking technology of chinese electronic medical record based on AdaRank

Z Ping, W Jinfa - … on Wavelet Active Media Technology and …, 2021 - ieeexplore.ieee.org
Electronic Medical Records (EMR) run through every link in the whole medical activities.
How to find the required EMR quickly and accurately has become a difficult point in the …