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DeMuVGN: Effective Software Defect Prediction Model by Learning Multi-view Software Dependency via Graph Neural Networks
v1v2 (latest)

DeMuVGN: Effective Software Defect Prediction Model by Learning Multi-view Software Dependency via Graph Neural Networks

25 October 2024
Yu Qiao
Lina Gong
Yu Zhao
Yansen Wang
Mingqiang Wei
ArXiv (abs)PDFHTML

Papers citing "DeMuVGN: Effective Software Defect Prediction Model by Learning Multi-view Software Dependency via Graph Neural Networks"

8 / 8 papers shown
Title
The Impact of Using Regression Models to Build Defect Classifiers
The Impact of Using Regression Models to Build Defect Classifiers
Gopi Krishnan Rajbahadur
Shaowei Wang
Yasutaka Kamei
Ahmed E. Hassan
20
66
0
12 Feb 2022
Impact of Discretization Noise of the Dependent variable on Machine
  Learning Classifiers in Software Engineering
Impact of Discretization Noise of the Dependent variable on Machine Learning Classifiers in Software Engineering
Gopi Krishnan Rajbahadur
Shaowei Wang
Yasutaka Kamei
Ahmed E. Hassan
28
25
0
12 Feb 2022
GraphSearchNet: Enhancing GNNs via Capturing Global Dependencies for
  Semantic Code Search
GraphSearchNet: Enhancing GNNs via Capturing Global Dependencies for Semantic Code Search
Shangqing Liu
Xiaofei Xie
J. Siow
Lei Ma
Guozhu Meng
Yang Liu
GNN
57
54
0
04 Nov 2021
Devign: Effective Vulnerability Identification by Learning Comprehensive
  Program Semantics via Graph Neural Networks
Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks
Yaqin Zhou
Shangqing Liu
J. Siow
Xiaoning Du
Yang Liu
GNN
68
772
0
08 Sep 2019
Reinforcement Learning Based Graph-to-Sequence Model for Natural
  Question Generation
Reinforcement Learning Based Graph-to-Sequence Model for Natural Question Generation
Yu Chen
Lingfei Wu
Mohammed J Zaki
GNN
56
156
0
14 Aug 2019
Convolutional Neural Networks over Control Flow Graphs for Software
  Defect Prediction
Convolutional Neural Networks over Control Flow Graphs for Software Defect Prediction
Anh Viet Phan
Minh Le Nguyen
L. Bui
GNNAI4CE
38
101
0
14 Feb 2018
XGBoost: A Scalable Tree Boosting System
XGBoost: A Scalable Tree Boosting System
Tianqi Chen
Carlos Guestrin
809
38,961
0
09 Mar 2016
SMOTE: Synthetic Minority Over-sampling Technique
SMOTE: Synthetic Minority Over-sampling Technique
Nitesh Chawla
Kevin W. Bowyer
Lawrence Hall
W. Kegelmeyer
AI4TS
373
25,646
0
09 Jun 2011
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