Privacy-preserving incentive mechanism for multi-leader multi-follower IoT-edge computing market: A reinforcement learning approach

H Xu, X Qiu, W Zhang, K Liu, S Liu, W Chen - Journal of Systems …, 2021 - Elsevier
… In this paper, we aim to design a privacy-preserving incentive mechanism for multiple edge
computing service providers and multiple IoT devices. The scenario we considered is that no …

Federated learning for edge networks: Resource optimization and incentive mechanism

LU Khan, SR Pandey, NH Tran, W Saad… - IEEE …, 2020 - ieeexplore.ieee.org
… , incentive mechanism, and open research challenges for enabling FL in edge networks.
We have identified four key design aspects: resource optimization, incentive mechanism, …

Incentive mechanism for competitive edge caching in 5G-enabled Internet of things

A Alioua, R Hamiroune, O Amiri, M Khelifi… - Computer Networks, 2022 - Elsevier
incentive mechanism for a fully competitive caching scenario between multiple CPs and
multiple MNOs in 5G-enabled IoT … design an incentive policy for a fully competitive edge caching …

Incentive mechanism for edge computing-based blockchain: A sequential game approach

W Guo, Z Chang, X Guo, P Wu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… double auction mechanism, which the incentive and fairness … buyers and sellers in the
edge computing-based blockchain … a novel incentive mechanism for an edge computing-based …

An incentive mechanism design for efficient edge learning by deep reinforcement learning approach

Y Zhan, J Zhang - IEEE INFOCOM 2020-IEEE conference on …, 2020 - ieeexplore.ieee.org
… a balance between the goals of minimizing the edge learning time and aggregator’s … the
incentive mechanism at the network edge for efficient edge learning. We consider a typical edge

Gamified incentive sharing mechanism of edge computing among edge service providers

HS Du, Y Lin, F Zhang, D Zhang - Journal of Cleaner Production, 2022 - Elsevier
… focused on incentive mechanisms for edge collaboration; therefore, the willingness of edge
servers to … more than one edge service provider (ESP) in the incentive mechanism, which is …

Incentive mechanisms for mobile edge computing: Present and future directions

X Huang, B Zhang, C Li - IEEE Network, 2022 - ieeexplore.ieee.org
incentive mechanisms for mobile edge computing. Table 1 summarizes and compares the
properties of these mechanisms … of incentive mechanisms for mobile edge computing. Many …

Fully and partially distributed incentive mechanism for a mobile edge computing network

R Chattopadhyay, CK Tham - IEEE Transactions on Mobile …, 2020 - ieeexplore.ieee.org
… We also propose a partially distributed incentive mechanism … problem, our incentive mechanism
is fully distributed. Nodes … of partially distributed incentive mechanism and compared its …

Incentive mechanism for edge-computing-based blockchain

Z Chang, W Guo, X Guo, Z Zhou… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… Motivated by the aforementioned observations, we will investigate the incentive mechanism
for the edge-computing-based blockchain system by utilizing the game theory. The game…

A learning-based incentive mechanism for federated learning

Y Zhan, P Li, Z Qu, D Zeng… - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
mechanism for federated learning to motivate edge nodes to contribute model training.
Specifically, a deep reinforcement learning-based (DRL) incentive mechanism … for edge nodes. …