This paper investigates timely service provisioning for deadline-constrained tasks in VCC systems by leveraging the task replication technique (i.e., allowing ...
Abstract—Vehicular Cloud Computing (VCC) is a new techno- logical shift which exploits the computation and storage resources.
Dec 11, 2018 · ... delayed feedback is the regret of DATE-V with non-delayed feedback plus an additional term which grows with the increase task arrival. Note ...
Apr 29, 2019 · The proposed algorithm is developed based on a novel contextual-combinatorial multi-armed bandit learning framework. DATE-V is “ ...
Task Replication for Vehicular Cloud: Contextual Combinatorial Bandit with Delayed Feedback · Distributed Task Replication for Vehicular Edge Computing: ...
The proposed algorithm is developed based on a novel Contextual-Combinatorial Multi-Armed Bandit (CC-MAB) learning framework. DATE-V is `contextual' because it ...
A learning-based task replication algorithm (LTRA) with combinatorial multi-armed bandit theory, which works in a distributed manner and can automatically ...
Feb 20, 2020 · Based on the analytical result, we design a learning-based task replication algorithm (LTRA) with combinatorial multi-armed bandit theory, which ...
Missing: Contextual Feedback.
Dec 9, 2018 · We use a realistic highway scenario to evaluate the delay performance and service reliability of LTRA through simulations, and show that ...
Based on the analytical result, we design a learning-based task replication algorithm (LTRA) with combinatorial multi-armed bandit theory, which works in a ...