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An Incentive Mechanism for Federated Learning in Wireless Cellular network: An Auction Approach

Sep 22, 2020
Tra Huong Thi Le, Nguyen H. Tran, Yan Kyaw Tun, Minh N. H. Nguyen, Shashi Raj Pandey, Zhu Han, Choong Seon Hong

* Paper-TW-Apr-20-0557(2020) 

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Drive Safe: Cognitive-Behavioral Mining for Intelligent Transportation Cyber-Physical System

Aug 24, 2020
Md. Shirajum Munir, Sarder Fakhrul Abedin, Ki Tae Kim, Do Hyeon Kim, Md. Golam Rabiul Alam, Choong Seon Hong

* Submitted to IEEE Transactions on Intelligent Transportation Systems, Special Issue on Technologies for risk mitigation and support of impaired drivers 

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Self-organizing Democratized Learning: Towards Large-scale Distributed Learning Systems

Jul 07, 2020
Minh N. H. Nguyen, Shashi Raj Pandey, Tri Nguyen Dang, Eui-Nam Huh, Choong Seon Hong, Nguyen H. Tran, Walid Saad


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Delay Minimization for Federated Learning Over Wireless Communication Networks

Jul 05, 2020
Zhaohui Yang, Mingzhe Chen, Walid Saad, Choong Seon Hong, Mohammad Shikh-Bahaei, H. Vincent Poor, Shuguang Cui

* arXiv admin note: substantial text overlap with arXiv:1911.02417 

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Federated Learning for Task and Resource Allocation in Wireless High Altitude Balloon Networks

Mar 19, 2020
Sihua Wang, Mingzhe Chen, Changchuan Yin, Walid Saad, Choong Seon Hong, Shuguang Cui, H. Vincent Poor


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Distributed and Democratized Learning: Philosophy and Research Challenges

Mar 18, 2020
Minh N. H. Nguyen, Shashi Raj Pandey, Kyi Thar, Nguyen H. Tran, Mingzhe Chen, Walid Saad, Choong Seon Hong


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Data Freshness and Energy-Efficient UAV Navigation Optimization: A Deep Reinforcement Learning Approach

Feb 21, 2020
Sarder Fakhrul Abedin, Md. Shirajum Munir, Nguyen H. Tran, Zhu Han, Choong Seon Hong

* Submitted to IEEE Transactions on Intelligent Transportation Systems, Special Issue on Unmanned Aircraft System Traffic Management 

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Risk-Aware Energy Scheduling for Edge Computing with Microgrid: A Multi-Agent Deep Reinforcement Learning Approach

Feb 21, 2020
Md. Shirajum Munir, Sarder Fakhrul Abedin, Nguyen H. Tran, Zhu Han, Eui Nam Huh, Choong Seon Hong

* Submitted to IEEE Internet of Things Journal 

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Multi-Agent Meta-Reinforcement Learning for Self-Powered and Sustainable Edge Computing Systems

Feb 20, 2020
Md. Shirajum Munir, Nguyen H. Tran, Walid Saad, Choong Seon Hong

* Submitted to IEEE Transactions on Network and Service Management 

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Reinforcement Learning Based Vehicle-cell Association Algorithm for Highly Mobile Millimeter Wave Communication

Jan 22, 2020
Hamza Khan, Anis Elgabli, Sumudu Samarakoon, Mehdi Bennis, Choong Seon Hong

* IEEE TRANSACTIONS ON COGNITIVE COMMUNICATIONS AND NETWORKING, VOL. 5, NO. 4, DECEMBER 2019 
* 13 pages, 14 figures 

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Deep Learning with Persistent Homology for Orbital Angular Momentum (OAM) Decoding

Nov 15, 2019
Soheil Rostami, Walid Saad, Choong Seon Hong


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Radio Resource Allocation in 5G New Radio: A Neural Networks Based Approach)

Nov 13, 2019
Madyan Alsenwi, Kitae Kim, Choong Seon Hong

* Journal of KIISE, Vol. 46, No. 9, pp.961-967, 2019 

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Energy Efficient Federated Learning Over Wireless Communication Networks

Nov 06, 2019
Zhaohui Yang, Mingzhe Chen, Walid Saad, Choong Seon Hong, Mohammad Shikh-Bahaei

* 30 pages, 10 figures 

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A Crowdsourcing Framework for On-Device Federated Learning

Nov 04, 2019
Shashi Raj Pandey, Nguyen H. Tran, Mehdi Bennis, Yan Kyaw Tun, Aunas Manzoor, Choong Seon Hong


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Federated Learning over Wireless Networks: Convergence Analysis and Resource Allocation

Nov 01, 2019
Canh Dinh, Nguyen H. Tran, Minh N. H. Nguyen, Choong Seon Hong, Wei Bao, Albert Y. Zomaya, Vincent Gramoli


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