Jun Ai

Publication Activity (10 Years)

Years Active: 2009-2024
Publications (10 Years): 53

Top Topics

Graph Representation

Defect Prediction

Top Venues

IEEE Trans. Reliab.

Publications

Jie Wang, Zili Wu, Minyan Lu, Jun Ai
An Empirical Study on the Effect of Training Data Perturbations on Neural Network Robustness. Sensors 24 (15) (2024)
Shiyi Kong, Jun Ai, Minyan Lu, Yiang Gong
GRAND: GAN-based software runtime anomaly detection method using trace information. Neural Networks 169 (2024)
Jie Wang, Jun Ai, Minyan Lu, Haoran Su, Dan Yu, Yutao Zhang, Junda Zhu, Jingyu Liu
A Survey of Neural Network Robustness Assessment in Image Recognition. CoRR (2024)
Dan Yu, Jun Ai, Haorao Su, Hong Zhang
Assessing ChatGPT's Comprehension of Perturbed Text through Text Linguistic Features. DSA (2023)
Jun Ai, Yifang Cai, Zhan Su, Dunlu Peng, Fengyu Zhao
Measuring similarity based on user activeness in recommender systems to improve algorithm scalability. Eng. Appl. Artif. Intell. 126 (2023)
Haoran Su, Jun Ai, Dan Yu, Hong Zhang
An Evaluation Method for Large Language Models' Code Generation Capability. DSA (2023)
Jie Wang, Jun Ai, Minyan Lu, Jingyu Liu, Zili Wu
Predicting neural network confidence using high-level feature distance. Inf. Softw. Technol. 159 (2023)
Junda Zhu, Jun Ai, Tao Shi, Congran Zhang, Xinyue Wu
An Intelligent Labeling and Dataset Generating Method for Desktop Application Element Object Detection. DSA (2023)
Jianfu Liang, Jun Ai
Improving Accuracy of Small Object Detection in Screen based on YOLOv7. DSA (2023)
Jingyu Liu, Jun Ai, Minyan Lu, Jie Wang, Haoxiang Shi
Semantic feature learning for software defect prediction from source code and external knowledge. J. Syst. Softw. 204 (2023)
Xiaoting Du, Yulei Sui, Zhihao Liu, Jun Ai
An Empirical Study of Fault Triggers in Deep Learning Frameworks. IEEE Trans. Dependable Secur. Comput. 20 (4) (2023)
Yikang Shao, Wu Liu, Jun Ai, Chunhui Yang
A Quantitative Measurement Method of Code Quality Evaluation Indicators based on Data Mining. DSA (2022)
Xiuzhen Yang, Yihai He, Ruoyu Liao, Yuqi Cai, Jun Ai
Integrated mission reliability modeling based on extended quality state task network for intelligent multistate manufacturing systems. Reliab. Eng. Syst. Saf. 223 (2022)
Yao Li, Yihai He, Jun Ai, Chengcheng Wang, Xiao Han, Ruoyu Liao, Xiuzhen Yang
Functional health prognosis approach of multi-station manufacturing system considering coupling operational factors. Reliab. Eng. Syst. Saf. 219 (2022)
Hui Li, Yang Qu, Yong Liu, Rong Chen, Jun Ai, Shikai Guo
Self-admitted technical debt detection by learning its comprehensive semantics via graph neural networks. Softw. Pract. Exp. 52 (10) (2022)
Shiyi Kong, Jun Ai, Minyan Lu, Shuguang Wang, W. Eric Wong
DistAD: Software Anomaly Detection Based on Execution Trace Distribution. CoRR (2022)
Zili Wu, Jun Ai, Minyan Lu, Jie Wang, Liang Yan
The Correlation between Training Set Perturbations and Robustness for CNN Models. DSA (2022)
Haoxiang Shi, Wu Liu, Jingyu Liu, Jun Ai, Chunhui Yang
A Software Defect Location Method based on Static Analysis Results. DSA (2022)
Jiaxi Xu, Jun Ai, Jingyu Liu, Tao Shi
ACGDP: An Augmented Code Graph-Based System for Software Defect Prediction. IEEE Trans. Reliab. 71 (2) (2022)
Zhan Su, Zuyi Lin, Jun Ai, Hui Li
Rating Prediction in Recommender Systems Based on User Behavior Probability and Complex Network Modeling. IEEE Access 9 (2021)
Shiyi Kong, Minyan Lu, Bo Sun, Jun Ai, Shuguang Wang
Detection Software Content Failures using Dynamic Execution Information. QRS Companion (2021)
Shiyi Kong, Minyan Lu, Jun Ai, Shuguang Wang
Detection Software Content Failures Using Dynamic Execution Information. CoRR (2021)
Yikang Shao, Jun Ai
Code Comprehensibility Evaluation for Java Class based on LDA Topic Model. DSA (2021)
Congran Zhang, Tao Shi, Jun Ai, Wei Tian
Construction of GUI Elements Recognition Model for AI Testing based on Deep Learning. DSA (2021)
Jiaxi Xu, Fei Wang, Jun Ai
Defect Prediction With Semantics and Context Features of Codes Based on Graph Representation Learning. IEEE Trans. Reliab. 70 (2) (2021)
Jiaxi Xu, Jun Ai, Tao Shi
Software Defect Prediction for Specific Defect Types based on Augmented Code Graph Representation. DSA (2021)
Jie Wang, Minyan Lu, Jun Ai, Xueyuan Sun
The Quantitative Relationship between Adversarial Training and Robustness of CNN Model. DSA (2020)
Lixiang Wang, Wei Dai, Jun Ai, Weiwei Duan, Yu Zhao
Reliability Evaluation for Manufacturing System Based on Dynamic Adaptive Fuzzy Reasoning Petri Net. IEEE Access 8 (2020)
Shuguang Wang, Minyan Lu, Shiyi Kong, Jun Ai
A Dynamic Anomaly Detection Approach Based on Permutation Entropy for Predicting Aging-Related Failures. Entropy 22 (11) (2020)
Chunxue Wu, Shengnan Guo, Yan Wu, Jun Ai, Neal N. Xiong
Networked Fault Detection of Field Equipment from Monitoring System Based on Fusing of Motion Sensing and Appearance Information. Multim. Tools Appl. 79 (23-24) (2020)
Yudi Liu, Minyan Lu, Di Peng, Jie Wang, Jun Ai
Analysis on Adversarial Robustness of Deep Learning Model LeNet-5 Based on Data Perturbation. DSA (2020)
Jun Ai, Zhan Su, Kaili Wang, Chunxue Wu, Dunlu Peng
Decentralized Collaborative Filtering Algorithms Based on Complex Network Modeling and Degree Centrality. IEEE Access 8 (2020)
Jun Ai, Haoran Guo, W. Eric Wong
What Ruined Your Cake: Impacts of Code Modifications on Bug Distribution. IEEE Access 8 (2020)
Zhuoliang Zou, Jun Ai
Online Prediction of Server Crash Based on Running Data. QRS Companion (2020)
Dunlu Peng, Ming Zhou, Cong Liu, Jun Ai
Human-machine dialogue modelling with the fusion of word- and sentence-level emotions. Knowl. Based Syst. 192 (2020)
Jun Ai, Wenzhu Su, Shaoxiong Zhang, Yiwen Yang
A Software Network Model for Software Structure and Faults Distribution Analysis. IEEE Trans. Reliab. 68 (3) (2019)
Haoran Guo, Jun Ai, Tao Shi
A Clone Code Detection Method Based on Software Complex Network. ISSRE Workshops (2019)
Tao Shi, Liang Yan, Haoran Guo, Jun Ai
Automatic Detection for Reused Open Source Codes Based on Similarity Identification of Software Networks. DSA (2019)
Fei Wang, Jun Ai, Zhuoliang Zou
A Cluster-Based Hybrid Feature Selection Method for Defect Prediction. QRS (2019)
Jiaxi Xu, Liang Yan, Fei Wang, Jun Ai
A GitHub-Based Data Collection Method for Software Defect Prediction. DSA (2019)
Yiwen Yang, Jun Ai, Fei Wang
Defect Prediction Based on the Characteristics of Multilayer Structure of Software Network. QRS Companion (2018)
Pan Liu, Zhenning Jimmy Xu, Jun Ai
An Approach to Automatic Test Case Generation for Unit Testing. QRS Companion (2018)
Jun Ai, Wenzhu Su, Fei Wang
Software Reliability Evaluation Method Based on a Software Network. ISSRE Workshops (2018)
Fei Wang, Jun Ai, Jiaming Wang
Empirical Study on the Correlation Between Software Structural Modifications and Its Fault-Proneness. QRS Companion (2017)
Pan Liu, Zhenning Jimmy Xu, Jun Ai, Fei Wang
Identifying Indicators of Fake Reviews Based on Spammer's Behavior Features. QRS Companion (2017)
Pan Liu, Jun Ai, Zhenning Jimmy Xu
Probability Model-Based Test Suite Reduction. ACM SIGSOFT Softw. Eng. Notes 42 (3) (2017)
Jiaming Wang, Jun Ai, Yiwen Yang, Wenzhu Su
Identifying key classes of object-oriented software based on software complex network. ICSRS (2017)
Pan Liu, Jun Ai, Zhenning Jimmy Xu
A study for extended regular expression-based testing. ICIS (2017)
Zhan Su, Jun Ai, Qingling Zhang, Naixue Xiong
An improved robust finite-time dissipative control for uncertain fuzzy descriptor systems with disturbance. Int. J. Syst. Sci. 48 (8) (2017)
Shaoxiong Zhang, Jun Ai, Xue-Lin Li
Correlation between the Distribution of Software Bugs and Network Motifs. QRS (2016)
Yihao Li, Dong Li, Fuqun Huang, Shou-Yu Lee, Jun Ai
An Exploratory Analysis on Software Developers' Bug-Introducing Tendency over Time. SATE (2016)
Yuwei Yang, Jun Ai, Xue-Lin Li, W. Eric Wong
MHCP Model for Quality Evaluation for Software Structure Based on Software Complex Network. ISSRE (2016)
Jun Ai, Linzhi Huang, Fei Wang, Jiaming Wang
Research on Relations between Software Network Structure and Fault Propagation. SATE (2016)
Zhan Su, Qingling Zhang, Jun Ai, Xin Sun
Finite-time fuzzy stabilisation and control for nonlinear descriptor systems with non-zero initial state. Int. J. Syst. Sci. 46 (2) (2015)
Linzhi Huang, Jun Ai, Hanyu Pei
Software Network Models Based on Dynamic Execution for Fault Propagation Research. QRS Companion (2015)
Jun Ai, Hanyu Pei, Liang Yan
Software Reliability Virtual Testing for Reliability Assessment. SERE (Companion) (2014)
Qiuying Li, Lei Luo, Jun Ai
The Determination Method for Software Reliability Qualitative Indices. SERE (2013)
Zhan Su, Qingling Zhang, Jun Ai
Practical and finite-time fuzzy adaptive control for nonlinear descriptor systems with uncertainties of unknown bound. Int. J. Syst. Sci. 44 (12) (2013)
Jun Ai, Feng Zheng, Jingwei Shang
Shortening the Cycle of Software Reliability Testing with Fuzzy Discrimination. SERE (2013)
Feng Zheng, Jun Ai, Jingwei Shang, Jinhui Wang
Accelerate the Software Software Reliability Testing Execution Process with Fuzzy Discrimination. ISSRE Workshops (2012)
Haohua Zhang, Hai Zhao, Wei Cai, Jun Ai
The Method for Measuring Large-scale Object-Oriented Software System. FSKD (3) (2009)
Siwen Yu, Jun Ai, Yifu Zhang
Software Test Data Generation Based on Multi-agent. FGIT-ASEA (2009)
Bo Li, Hai Zhao, Chunhe Song, Hui Li, Jun Ai
Design and Implementation for Ladder Diagram in Hydropower Simulation System Based on All Paths Searching Algorithm. Int. J. Commun. Netw. Syst. Sci. 2 (4) (2009)