A Mixture Density Network Approach to Predicting Response Times in Layered Systems

Zifeng Niu,Giuliano Casale

2021 29th International Symposium on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems (MASCOTS)（2021）

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摘要

Layering is a common feature in modern service-based systems. The characterization of response times in a layered system is an important but challenging analysis dimension in Quality of Service (QoS) assessment. In this paper, we develop a novel approach to estimate the mean and variance of response time in systems that may be abstracted as layered queueing networks. The core step of the method is...

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关键词

Analytical models,Computational modeling,Quality of service,Predictive models,Density functional theory,Telecommunications,Delays

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