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Conformal Prediction for Reliable Machine Learning
book

Conformal Prediction for Reliable Machine Learning

by Vineeth Balasubramanian, Shen-Shyang Ho, Vladimir Vovk
April 2014
Intermediate to advanced
334 pages
10h 40m
English
Morgan Kaufmann
Content preview from Conformal Prediction for Reliable Machine Learning
Chapter 12

Network Traffic Classification and Demand Prediction

Mikhail Dashevskiy and Zhiyuan Luo,    Computer Learning Research Centre, Department of Computer Science, Royal Holloway, University of London, United Kingdom

Abstract

Reliable classification of network traffic and accurate demand prediction can offer substantial benefits to service differentiation, enforcement of security policies, and traffic engineering for network operators and service providers. For example, dynamic resource allocation with the support of traffic prediction can efficiently utilize the network resources and support quality of service. One of the key requirements for dynamic resource allocation framework is to predict traffic in the next control time interval based ...

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Publisher Resources

ISBN: 9780123985378