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ŽÁDNÍK, M. CANINI, M.
Original Title
Evolution of Cache Replacement Policies to Track Heavy-hitter Flows
Type
article in a collection out of WoS and Scopus
Language
English
Original Abstract
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.
Keywords
cache, replacement policy, heavy-hitters, flows
Authors
ŽÁDNÍK, M.; CANINI, M.
RIV year
2010
Released
30. 10. 2010
Publisher
Association for Computing Machinery
Location
La Jolla
ISBN
978-1-4503-0379-8
Book
Proceedings of the 6th ACM/IEEE Symposium on Architectures for Networking and Communications Systems
Pages from
1
Pages to
2
Pages count
URL
http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5623824
BibTex
@inproceedings{BUT34418, author="Martin {Žádník} and Marco {Canini}", title="Evolution of Cache Replacement Policies to Track Heavy-hitter Flows", booktitle="Proceedings of the 6th ACM/IEEE Symposium on Architectures for Networking and Communications Systems", year="2010", pages="1--2", publisher="Association for Computing Machinery", address="La Jolla", isbn="978-1-4503-0379-8", url="http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5623824" }