Ing. Martin Žádník, Ph.D.

ŽÁDNÍK Martin and CANINI Marco. Evolution of Cache Replacement Policies to Track Heavy-hitter Flows. In: Passive and Active Measurement. Atlanta: Springer Verlag, 2011, pp. 21-31. ISBN 978-3-642-19259-3. ISSN 0302-9743. Available from: http://dl.acm.org/citation.cfm?id=1987513
Publication language:english
Original title:Evolution of Cache Replacement Policies to Track Heavy-hitter Flows
Title (cs):Evoluce politiky správy cache pro sledování velkých toků na síti
Pages:21-31
Proceedings:Passive and Active Measurement
Conference:Passive Active Measurement Conference 2011
Series:Lecture Note in Computer Science 6579
Place:Atlanta, US
Year:2011
URL:http://dl.acm.org/citation.cfm?id=1987513
ISBN:978-3-642-19259-3
Journal:Lecture Notes in Computer Science, No. 3, DE
ISSN:0302-9743
Publisher:Springer Verlag
URL: [PDF]
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Keywords
cache, replacement policy, heavy-hitters, flows
Annotation
This paper presents a scheme to evolve fine-tuned/specialized replacement policy to keep track of heavy flows in network traffic. The evolved replacement policy provides a flow cache management mechanism to decide which flow states to preserve and which to expire. The observation shows that the well-known LRU and its modifications are not suitable replacement policies for network traffic stateful processing which focuses on heavy flows.  Therefore we introduce a general description of any replacement policy and let Genetic Algorithm to evolve novel replacement policy using this description.  The results shows that the evolved policy is more suitable for paradigm of heavy flow processing and monitoring. Moreover, our approach keeps state of heavy flows since the start-of-day. This is a significant difference to filtering approaches proposed in previous work which might many applications benefit from.
BibTeX:
@INPROCEEDINGS{
   author = {Martin {\v{Z}}{\'{a}}dn{\'{i}}k and Marco Canini},
   title = {Evolution of Cache Replacement Policies to Track
	Heavy-hitter Flows},
   pages = {21--31},
   booktitle = {Passive and Active Measurement},
   series = {Lecture Note in Computer Science 6579},
   journal = {Lecture Notes in Computer Science},
   number = {3},
   year = {2011},
   location = {Atlanta, US},
   publisher = {Springer Verlag},
   ISBN = {978-3-642-19259-3},
   ISSN = {0302-9743},
   language = {english},
   url = {http://www.fit.vutbr.cz/research/view_pub.php?id=9533}
}

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