Distributed Machine Learning for Multiuser Mobile Edge Computing Systems

IEEE Journal of Selected Topics in Signal Processing ◽

10.1109/jstsp.2022.3140660 ◽

2022 ◽

pp. 1-1

Author(s):

Yinghao Guo ◽

Rui Zhao ◽

Shiwei Lai ◽

Lisheng Fan ◽

Xianfu Lei ◽

...

Keyword(s):

Machine Learning ◽

Edge Computing ◽

Mobile Edge Computing ◽

Computing Systems ◽

Distributed Machine Learning

Download Full-text

Distributed Machine Learning for Predictive Analytics in Mobile Edge Computing Based IoT Environments

2020 International Joint Conference on Neural Networks (IJCNN) ◽

10.1109/ijcnn48605.2020.9206867 ◽

2020 ◽

Author(s):

Prabath Abeysekara ◽

Hai Dong ◽

A. K. Qin

Keyword(s):

Machine Learning ◽

Predictive Analytics ◽

Edge Computing ◽

Mobile Edge Computing ◽

Distributed Machine Learning

Download Full-text

Deep reinforcement learning for dynamic computation offloading and resource allocation in cache-assisted mobile edge computing systems

Intelligent and Converged Networks ◽

10.23919/icn.2020.0014 ◽

2020 ◽

Vol 1 (2) ◽

pp. 181-198

Author(s):

Samrat Nath ◽

Jingxian Wu

Keyword(s):

Resource Allocation ◽

Reinforcement Learning ◽

Edge Computing ◽

Computation Offloading ◽

Mobile Edge Computing ◽

Computing Systems ◽

Dynamic Computation

Download Full-text

SNAP: A Communication Efficient Distributed Machine Learning Framework for Edge Computing

2020 IEEE 40th International Conference on Distributed Computing Systems (ICDCS) ◽

10.1109/icdcs47774.2020.00072 ◽

2020 ◽

Author(s):

Yangming Zhao ◽

Jingyuan Fan ◽

Lu Su ◽

Tongyu Song ◽

Sheng Wang ◽

...

Keyword(s):

Machine Learning ◽

Edge Computing ◽

Learning Framework ◽

Distributed Machine Learning

Download Full-text

Resource Allocation for Multi-user Mobile-edge Computing Systems with Delay Constraints

GLOBECOM 2020 - 2020 IEEE Global Communications Conference ◽

10.1109/globecom42002.2020.9348099 ◽

2020 ◽

Author(s):

Yiqin Deng ◽

Zhigang Chen ◽

Xianhao Chen

Keyword(s):

Resource Allocation ◽

Edge Computing ◽

Mobile Edge Computing ◽

Computing Systems ◽

Delay Constraints

Download Full-text

Energy-Aware Task Offloading and Resource Allocation for Time-Sensitive Services in Mobile Edge Computing Systems

IEEE Transactions on Vehicular Technology ◽

10.1109/tvt.2021.3108508 ◽

2021 ◽

pp. 1-1

Author(s):

Mingxiong Zhao ◽

Jun-Jie Yu ◽

Wen-Tao Li ◽

Di Liu ◽

Shaowen Yao ◽

...

Keyword(s):

Resource Allocation ◽

Edge Computing ◽

Mobile Edge Computing ◽

Energy Aware ◽

Computing Systems ◽

Task Offloading

Download Full-text

Closed-Form Delay-Optimal Computation Offloading in Mobile Edge Computing Systems

IEEE Transactions on Wireless Communications ◽

10.1109/twc.2019.2926465 ◽

2019 ◽

Vol 18 (10) ◽

pp. 4653-4667 ◽

Author(s):

Xianling Meng ◽

Wei Wang ◽

Yitu Wang ◽

Vincent K. N. Lau ◽

Zhaoyang Zhang

Keyword(s):

Closed Form ◽

Edge Computing ◽

Computation Offloading ◽

Mobile Edge Computing ◽

Computing Systems

Download Full-text

A scalable distributed machine learning approach for attack detection in edge computing environments

Journal of Parallel and Distributed Computing ◽

10.1016/j.jpdc.2018.03.006 ◽

2018 ◽

Vol 119 ◽

pp. 18-26 ◽

Author(s):

Rafał Kozik ◽

Michał Choraś ◽

Massimo Ficco ◽

Francesco Palmieri

Keyword(s):

Machine Learning ◽

Attack Detection ◽

Edge Computing ◽

Learning Approach ◽

Machine Learning Approach ◽

Computing Environments ◽

Distributed Machine Learning

Download Full-text

Fair Energy-Efficient Scheduling in Wireless Powered Full-Duplex Mobile-Edge Computing Systems

GLOBECOM 2017 - 2017 IEEE Global Communications Conference ◽

10.1109/glocom.2017.8254208 ◽

2017 ◽

Author(s):

Sun Mao ◽

Supeng Leng ◽

Kun Yang ◽

Xiaohong Huang ◽

Quanxin Zhao

Keyword(s):

Energy Efficient ◽

Edge Computing ◽

Full Duplex ◽

Mobile Edge Computing ◽

Computing Systems ◽

Energy Efficient Scheduling

Download Full-text

Delay-Aware Stochastic Resource Management for Mobile Edge Computing Systems via Constrained Reinforcement Learning

IEEE Wireless Communications Letters ◽

10.1109/lwc.2021.3112984 ◽

2021 ◽

pp. 1-1

Author(s):

Chang Tian ◽

An Liu ◽

Wu Luo

Keyword(s):

Reinforcement Learning ◽

Resource Management ◽

Edge Computing ◽

Mobile Edge Computing ◽

Computing Systems

Download Full-text

Decentralized Computation Offloading in Mobile Edge Computing Systems

10.1109/smartnets50376.2021.9553007 ◽

2021 ◽

Author(s):

Rohan Sharma ◽

Kushaal Gummaraju ◽

Pranav Anantharam ◽

Ojaswi Saraf ◽

Vamsi Krishna Tumuluru

Keyword(s):

Edge Computing ◽

Computation Offloading ◽

Mobile Edge Computing ◽

Computing Systems

Download Full-text