Application of machine learning in wireless networks: Key techniques and open issues

Y Sun, M Peng, Y Zhou, Y Huang… - … Surveys & Tutorials, 2019 - ieeexplore.ieee.org
… -ofthe-art applications of various machine learning approaches from the MAC layer up to
the application layer, covering resource management, networking, mobility management and …

Scope of machine learning applications for addressing the challenges in next‐generation wireless networks

RK Samanta, B Sadhukhan… - … on Intelligence …, 2022 - Wiley Online Library
… issues specific to 5G wireless networks. This work … machine/DL and 5G wireless systems.
We think this will be unique and provide insight into 5G wireless network issues from a machine

[PDF][PDF] Machine learning for wireless networks with artificial intelligence: A tutorial on neural networks

M Chen, U Challita, W Saad, C Yin… - arXiv preprint arXiv …, 2017 - researchgate.net
… where to use different machine learning tools in the context of wireless networks. Finally, the
introductory literature on machine learning for wireless networks such as in [2], [4], [32], and …

Artificial neural networks-based machine learning for wireless networks: A tutorial

M Chen, U Challita, W Saad, C Yin… - … Surveys & Tutorials, 2019 - ieeexplore.ieee.org
… communication problems that can be addressed using ANNs, ranging from communication
using unmanned aerial vehicles to virtual reality applications over wireless networks as well …

Machine learning paradigms for next-generation wireless networks

C Jiang, H Zhang, Y Ren, Z Han… - IEEE Wireless …, 2016 - ieeexplore.ieee.org
… the basic characteristics and applications of supervised machine learning algorithms. … the
rudimentary characteristics and applications of reinforcement machine learning algorithms. …

Machine learning techniques and a case study for intelligent wireless networks

H Yang, X Xie, M Kadoch - IEEE Network, 2020 - ieeexplore.ieee.org
… 1, thanks to the application of machine learning, the intelligent wireless network is capable
… to the application layer in intelligent wireless networks. In itself, machine learning offers a ver…

[PDF][PDF] Machine learning and deep learning techniques on wireless networks

P Sarao - International Journal of Engineering Research and …, 2019 - academia.edu
… of machine learning and deep learning in wireless networks. Due to the dynamic behaviour
of network scenarios in several adhoc networks (… Deep learning uses many neural network

Machine learning in wireless sensor networks: Algorithms, strategies, and applications

MA Alsheikh, S Lin, D Niyato… - … Surveys & Tutorials, 2014 - ieeexplore.ieee.org
… the network. In this paper, we present an extensive literature review over the period 2002-2013
of machine learningmachine learning solutions for their specific application challenges. …

Distributed machine learning for wireless communication networks: Techniques, architectures, and applications

S Hu, X Chen, W Ni, E Hossain… - … Surveys & Tutorials, 2021 - ieeexplore.ieee.org
… In this section, we discuss various DML architectures and their applications to wireless
networks. The key features of different DML architectures are summarized in Table II. …

Machine learning models for wireless network monitoring and analysis

P Casas - … IEEE Wireless Communications and Networking …, 2018 - ieeexplore.ieee.org
wireless networking applications. In this paper we evaluate and compare different ML models
for the analysis of cellular networkapplication of machine learning models to wireless