Conditional Density Estimation of Service Metrics for Networked Services

IEEE Transactions on Network and Service Management(2021)

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摘要
We predict the conditional distributions of service metrics, such as response time or frame rate, from infrastructure measurements in a networked environment. From such distributions, key statistics of the service metrics, including mean, variance, or quantiles can be computed, which are essential for predicting SLA conformance and enabling service assurance. We present and assess two methods for ...
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关键词
Measurement,Kernel,Histograms,Data models,Mixture models,Estimation,Time factors
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