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Studies in Computational Intelligence

Mining and Control of Network Traffic by Computational Intelligence

Authors: Pouzols, Federico Montesino, Lopez, Diego R., Barros, Joaquim

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  • Explores applications of computational intelligence methods to current issues in measurement, analysis and control of traffic in the internet
  • Describes practical hardware implementation of some of the fuzzy inference systems proposed
  • Includes active queue management schemes for Internet routers
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About this book

As other complex systems in social and natural sciences as well as in
engineering, the Internet is hard to understand from a technical point
of view. Packet switched networks defy analytical modeling. The
Internet is an outstanding and challenging case because of its fast
development, unparalleled heterogeneity and the inherent lack of
measurement and monitoring mechanisms in its core conception.

This monograph deals with applications of computational intelligence
methods, with an emphasis on fuzzy techniques, to a number of current issues in measurement, analysis and control of traffic in the
Internet. First, the core building blocks of Internet Science and
other related networking aspects are introduced. Then, data mining and control problems are addressed. In the first class two issues are
considered: predictive modeling of traffic load as well as
summarization of traffic flow measurements. The second class, control, includes active queue management schemes for Internet routers as well as window based end-to-end rate and congestion control. The practical hardware implementation of some of the fuzzy inference systems proposed here is also addressed. While some theoretical developments are described, we favor extensive evaluation of models using real-world data by simulation and experiments.

Table of contents (6 chapters)

Table of contents (6 chapters)

Buy this book

eBook 149,79 €
price for Spain (gross)
  • ISBN 978-3-642-18084-2
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover 207,99 €
price for Spain (gross)
  • ISBN 978-3-642-18083-5
  • Free shipping for individuals worldwide
  • Immediate ebook access, if available*, with your print order
  • Usually dispatched within 3 to 5 business days.
  • The final prices may differ from the prices shown due to specifics of VAT rules
Softcover 194,38 €
price for Spain (gross)
  • ISBN 978-3-642-42399-4
  • Free shipping for individuals worldwide
  • Immediate ebook access, if available*, with your print order
  • Usually dispatched within 3 to 5 business days.
  • The final prices may differ from the prices shown due to specifics of VAT rules
Rent the eBook  
  • Rental duration: 1 or 6 month
  • low-cost access
  • online reader with highlighting and note-making option
  • can be used across all devices
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Bibliographic Information

Bibliographic Information
Book Title
Mining and Control of Network Traffic by Computational Intelligence
Authors
Series Title
Studies in Computational Intelligence
Series Volume
342
Copyright
2011
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer Berlin Heidelberg
eBook ISBN
978-3-642-18084-2
DOI
10.1007/978-3-642-18084-2
Hardcover ISBN
978-3-642-18083-5
Softcover ISBN
978-3-642-42399-4
Series ISSN
1860-949X
Edition Number
1
Number of Pages
XVI, 309
Topics

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