|
ABSTRACT
We consider a cache operating under a demand-driven replacement policy when document requests are modeled according to the Independent Reference Model (IRM). We characterize the popularity pmf of the stream of misses from the cache, the so-called output of the cache, for a large class of demand-driven cache replacement policies. We measure strength of locality of reference in a stream of requests through the skewness of its popularity distribution. Using the notion of majorization to capture this degree of skewness, we show that for the policy A0 and the random policy, the output always has less locality of reference than the input. However, we show by counterexamples that this is not always the case under the LRU and CLIMB policies when the input is selected according to a Zipf-like pmf. In that case, conjectures are offered (and supported by simulations) as to when LRU or CLIMB caching indeed reduces locality of reference.
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
| |
1
|
Virgílio Almeida , Azer Bestavros , Mark Crovella , Adriana de Oliveira, Characterizing reference locality in the WWW, Proceedings of the fourth international conference on on Parallel and distributed information systems, p.92-107, December 18-20, 1996, Miami Beach, Florida, United States
|
| |
2
|
|
| |
3
|
G. Barish and K. Obraczka, "World Wide Web caching: Trends and techniques," IEEE Communications Magazine, Internet Technology Series. May 2000.
|
| |
4
|
L.A. Belady, "A study of replacement algorithms for a virtual-storage computer," IBM Systems Journal 5 (1966), pp. 78--101.
|
| |
5
|
L. Breslau, P. Cao, L. Fan, G. Phillips and S. Shenker, "Web caching and Zipf-like distributions: Evidence and implications," in Proceedings of IEEE INFOCOM 1999, New York (NY), March 1999.
|
| |
6
|
A. Chankhunthod, P.B. Dantzig, C. Neerdaels, E.J. Schwartz and K. Worrell, "A hierarchical Internet object cache," in Proceedings of the USENIX 1995 Technical Conference, New Orleans (LA), 1995.
|
| |
7
|
H. Che, Z. Wang and Y. Tung, "Analysis and design of hierarchical Web caching systems," in Proceedings of IEEE INFOCOM 2001, Anchorage (AL), April 2001.
|
| |
8
|
K.L. Chung, "A Course in Probability Theory, Second. Edition, Academic Press, New York (NY), 1974.
|
| |
9
|
|
 |
10
|
|
 |
11
|
|
| |
12
|
S.G. Dykes and K.A. Robbins, "A viability analysis of cooperative proxy caching," in Proceedings of IEEE INFOCOM 2001, Anchorage (AL), April 2001.
|
| |
13
|
|
| |
14
|
J. Escorcia, D. Dipak and D. Sarkar, "A novel cache distribution heuristic algorithm for a mesh of caches and its performance evaluation," Computer Communications 25 (2002), pp. 329--340.
|
| |
15
|
R. Fonseca, V. Almeida, M. Crovella and B. Abrahao, "On the intrinsic locality of Web reference streams," in Proceedings of IEEE INFOCOM 2003, San Francisco (CA), April 2003.
|
 |
16
|
Shudong Jin , Azer Bestavros, Temporal locality in Web request streams (poster session) (extended abstract): sources, characteristics, and caching implications, Proceedings of the 2000 ACM SIGMETRICS international conference on Measurement and modeling of computer systems, p.110-111, June 18-21, 2000, Santa Clara, California, United States
|
| |
17
|
|
| |
18
|
A. Mahanti, C. Williamson and D. Eager, "Traffic Analysis of a Web proxy caching hierarchy," IEEE Network 14, May/June 2000, pp. 16--23.
|
| |
19
|
|
| |
20
|
A.W. Marshall and I. Olkin, "Inequalities: Theory of Majorization and Its Applications, Academic Press, New York (NY), 1979.
|
| |
21
|
S. Vanichpun and A.M. Makowski, "Comparing strength of locality of reference -- Popularity, majorization, and some folk theorems," in Proceedings of IEEE INFOCOM 2004, New York (NY), March 2004.
|
| |
22
|
J. Wang, "A survey of Web caching schemes for the Internet," ACM Computer Communication Review 25 (1999), pp. 36--46.
|
 |
23
|
|
 |
24
|
Alec Wolman , M. Voelker , Nitin Sharma , Neal Cardwell , Anna Karlin , Henry M. Levy, On the scale and performance of cooperative Web proxy caching, ACM SIGOPS Operating Systems Review, v.33 n.5, p.16-31, Dec. 1999
|
 |
25
|
|
|