Efficient Analysis of Caching Strategies Under Dynamic Content Popularity

被引:0
作者
Garetto, Michele [1 ]
Leonardi, Emilio [2 ]
Traverso, Stefano [2 ]
机构
[1] Univ Turin, Dipartimento Informat, I-10124 Turin, Italy
[2] Politecnico Torino, Dipartimento Elettron, Turin, Italy
来源
2015 IEEE CONFERENCE ON COMPUTER COMMUNICATIONS (INFOCOM) | 2015年
关键词
Caching; Cache Networks; Dynamic Scenarios; Content Popularity;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this paper we develop a novel technique to analyze both isolated and interconnected caches operating under different caching strategies and realistic traffic conditions. The main strength of our approach is the ability to consider dynamic contents which are constantly added into the system catalogue, and whose popularity evolves over time according to desired profiles. We do so while preserving the simplicity and computational efficiency of models developed under stationary popularity conditions, which are needed to analyze several caching strategies. Our main achievement is to show that the impact of content popularity dynamics on cache performance can be effectively captured into an analytical model based on a fixed content catalogue (i.e., a catalogue whose size and objects' popularity do not change over time).
引用
收藏
页数:9
相关论文
共 19 条
  • [1] Bianchi G, 2013, ACM SIGCOMM COMP COM, V43, P60
  • [2] Analyzing the Video Popularity Characteristics of Large-Scale User Generated Content Systems
    Cha, Meeyoung
    Kwak, Haewoon
    Rodriguez, Pablo
    Ahn, Yong-Yeol
    Moon, Sue
    [J]. IEEE-ACM TRANSACTIONS ON NETWORKING, 2009, 17 (05) : 1357 - 1370
  • [3] Hierarchical web caching systems: Modeling, design and experimental results
    Che, H
    Tung, Y
    Wang, ZJ
    [J]. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2002, 20 (07) : 1305 - 1314
  • [4] Coffman E., 1973, OPERATING SYSTEMS TH
  • [5] Robust dynamic classes revealed by measuring the response function of a social system
    Crane, Riley
    Sornette, Didier
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2008, 105 (41) : 15649 - 15653
  • [6] DAN A, 1990, PERF E R SI, V18, P143, DOI 10.1145/98460.98525
  • [7] Fofack N. C., 2012, VALUETOOLS
  • [8] Fricker C., 2012, NOMEN
  • [9] Fricker C., 2012, ITC 2012
  • [10] Gallo Massimo, 2012, Performance Evaluation Review, V40, P395, DOI 10.1145/2318857.2254810