A Time-Series Model for Varying Worker Ability in Heterogeneous Distributed Computing Systems

In this paper, we consider the problem of estimating the time-dependent ability of workers participating in distributed matrix-vector multiplication over heterogeneous clusters. Specifically, we model the workers’ ability as a latent variable and introduce a log-normally distributed working rate as...

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Bibliographic Details
Main Authors: Daejin Kim, Suji Lee, Hohyun Jung
Format: Article
Language:English
Published: MDPI AG 2023-04-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/13/8/4993