Deep Learning in Mobile and Wireless Networking: A Survey

@article{Zhang2019DeepLI,
  title={Deep Learning in Mobile and Wireless Networking: A Survey},
  author={Chaoyun Zhang and P. Patras and H. Haddadi},
  journal={IEEE Communications Surveys & Tutorials},
  year={2019},
  volume={21},
  pages={2224-2287}
}
The rapid uptake of mobile devices and the rising popularity of mobile applications and services pose unprecedented demands on mobile and wireless networking infrastructure. [...] Key Method We then discuss several techniques and platforms that facilitate the efficient deployment of deep learning onto mobile systems. Subsequently, we provide an encyclopedic review of mobile and wireless networking research based on deep learning, which we categorize by different domains. Drawing from our experience, we discuss…Expand
487 Citations
A Survey on Applications of Deep Learning in Cloud Radio Access Network
  • Highly Influenced
  • PDF
Deep Neural Mobile Networking
  • PDF
Transfer Learning for Future Wireless Networks: A Comprehensive Survey
  • 2
  • PDF
Deep learning-driven wireless communication for edge-cloud computing: opportunities and challenges
  • 4
Federated Learning in Mobile Edge Networks: A Comprehensive Survey
  • 205
  • PDF
On Leveraging Machine and Deep Learning for Throughput Prediction in Cellular Networks: Design, Performance, and Challenges
  • 3
  • Highly Influenced
Machine Learning and Deep Learning Techniques on Wireless Networks
  • 1
  • PDF
A survey of 5G network systems: challenges and machine learning approaches
  • 1
...
1
2
3
4
5
...

References

SHOWING 1-10 OF 630 REFERENCES
Deep Learning towards Mobile Applications
  • 45
  • PDF
Deep Learning for Mobile Multimedia
  • 81
  • PDF
DeepDecision: A Mobile Deep Learning Framework for Edge Video Analytics
  • 106
  • PDF
MoDNN: Local distributed mobile computing system for Deep Neural Network
  • 82
  • PDF
Changing the Game of Mobile Data Analysis with Deep Learning
  • 8
Squeezing Deep Learning into Mobile and Embedded Devices
  • 112
  • PDF
Mobile Sensing Through Deep Learning
  • Xiao Zeng
  • Engineering, Computer Science
  • MobiSys PhDForum
  • 2017
  • 2
Mobile Big Data: The Fuel for Data-Driven Wireless
  • 51
Are Very Deep Neural Networks Feasible on Mobile Devices
  • 21
  • Highly Influential
  • PDF
Delivering Deep Learning to Mobile Devices via Offloading
  • 37
  • PDF
...
1
2
3
4
5
...