About: Evolution of Cache Replacement Policies to Track Heavy-hitter Flows

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	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.<br> 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.<br> (en)
Title	Evolution of Cache Replacement Policies to Track Heavy-hitter Flows Evolution of Cache Replacement Policies to Track Heavy-hitter Flows (en)
skos:prefLabel	Evolution of Cache Replacement Policies to Track Heavy-hitter Flows Evolution of Cache Replacement Policies to Track Heavy-hitter Flows (en)
skos:notation	RIV/00216305:26230/10:PU89661!RIV11-MSM-26230___
http://linked.open...avai/riv/aktivita	S Z
http://linked.open...avai/riv/aktivity	S, Z(MSM0021630528)
http://linked.open...vai/riv/dodaniDat	2011
http://linked.open...aciTvurceVysledku	Žádník, Martin
http://linked.open.../riv/druhVysledku	D - Článek ve sborníku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Vysoké učení technické v Brně / Fakulta informačních technologií
http://linked.open...dnocenehoVysledku	258015
http://linked.open...ai/riv/idVysledku	RIV/00216305:26230/10:PU89661
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	cache, replacement policy, heavy-hitters, flows (en)
http://linked.open.../riv/klicoveSlovo	cache heavy-hitters replacement policy flows
http://linked.open...ontrolniKodProRIV	[6BE0E2C28095]
http://linked.open...v/mistoKonaniAkce	Princeton
http://linked.open...i/riv/mistoVydani	La Jolla
http://linked.open...i/riv/nazevZdroje	Proceedings of the 6th ACM/IEEE Symposium on Architectures for Networking and Communications Systems
http://linked.open...in/vavai/riv/obor	IN
http://linked.open...ichTvurcuVysledku	1 (xsd:int)
http://linked.open...cetTvurcuVysledku	2 (xsd:int)
http://linked.open...UplatneniVysledku	2010
http://linked.open...iv/tvurceVysledku	Canini, Marco Žádník, Martin
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open.../riv/zahajeniAkce	2009-10-19 (xsd:date)
http://linked.open...n/vavai/riv/zamer	Výzkum informačních technologií z hlediska bezpečnosti
number of pages	2 (xsd:int)
http://purl.org/ne...btex#hasPublisher	Association for Computing Machinery
https://schema.org/isbn	978-1-4503-0379-8
http://localhost/t...ganizacniJednotka	26230

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