Utilizing Deep Architecture Networks of VAE in Software Fault Prediction

@article{Sun2018UtilizingDA,
  title={Utilizing Deep Architecture Networks of VAE in Software Fault Prediction},
  author={Yuanyuan Sun and Lele Xu and Ye Li and Lili Guo and Zhongsong Ma and Yongming Wang},
  journal={2018 IEEE Intl Conf on Parallel & Distributed Processing with Applications, Ubiquitous Computing & Communications, Big Data & Cloud Computing, Social Computing & Networking, Sustainable Computing & Communications (ISPA/IUCC/BDCloud/SocialCom/SustainCom)},
  year={2018},
  pages={870-877}
}
No matter how experienced the programmers are, it is very hard for them to avoid software fault in software projects. How to predict fault in order to reduce risk and enhance the reliability of software is an important challenge in software engineering. With successful application of deep learning in the field of image processing, voice and natural language, it is time to study how to apply deep learning technology in the field of software fault prediction. In this paper, we adopt deep learning… CONTINUE READING

References

Publications referenced by this paper.
SHOWING 1-10 OF 45 REFERENCES

Predicting Software Faults through SVM: An Empirical Approach.

Reshi, Junaid Ali, S. Singh
  • 2018
VIEW 7 EXCERPTS
HIGHLY INFLUENTIAL

Improved Random Forest Algorithm for Software Fault Prediction through Data Mining Techniques.

Kalai, R Magal., S. Gracia Jacob
  • International Journal of Computer Applications117.23(2015):18-22
  • 2015
VIEW 4 EXCERPTS
HIGHLY INFLUENTIAL

" Software fault prediction techniques using metrics based on neural network classifier

L. Florence
  • Cluster Computing
  • 2018

A novel approach for software fault prediction through hybridizing gradual relational association rules with artificial neural networks." Information Sciences441(2018)

Miholca, Diana Lucia, G. Czibula, I. G. Czibula
  • 2018
VIEW 1 EXCERPT

Singh . " Predicting Software Faults through SVM : An Empirical Approach . " ( 2018 ) . [ 11 ] Shan , Chun , et al . " Software fault prediction model based on LLE and SVM

Junaid Ali
  • 2018