|
ABSTRACT
In this paper, we address the issues of multimedia content search and replication over peer-to peer networks. We use the concept of semantic proximity that exploits the file exchange patterns exhibited among peer users so as to decompose the network into semantic clusters. Peer nodes are then decomposed into semantic clusters so that a) the probability that a node locates content within its own cluster is maximized, while simultaneously b) the respective probability of finding this content outside this cluster is minimized The semantic organization is then used for applying efficient cluster-based content replication strategies. Two different schemes are examined; the unrestricted and the restricted approach. The first one distributes multimedia content within peers of a cluster so that the average hop distance among nodes and objects weighted by the object popularity is minimized. This approach takes into account no Quality of Service (QoS) guarantees. Instead, the second scheme iteratively partitions the nodes of a cluster during each object replication based on a QoS violation criterion. The proposed algorithms are experimentally evaluated and compared with other approaches to demonstrate the efficacy of the proposed schemes.
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
|
|
| |
2
|
R. Albert and A. L. Barabasi, "Statistical mechanics of complex networks," Reviews of modern physics, Vol 14, pp. 47--97, Jan 2002.
|
| |
3
|
F. R. Bach and M. I. Jordan, "Learning Spectral Clustering," Advances in Neural Information Processing Systems (NIPS) , Vancouver Canada, 2004.
|
| |
4
|
F. R. Bach and M. I. Jordan, "Learning Spectral Clustering," Technical Report No. UCB/CSD-03-124, Berkeley, 2003.
|
 |
5
|
|
| |
6
|
|
| |
7
|
|
 |
8
|
Yatin Chawathe , Sylvia Ratnasamy , Lee Breslau , Nick Lanham , Scott Shenker, Making gnutella-like P2P systems scalable, Proceedings of the 2003 conference on Applications, technologies, architectures, and protocols for computer communications, August 25-29, 2003, Karlsruhe, Germany
[doi> 10.1145/863955.864000]
|
| |
9
|
I. Clarke, O. Sandberg, B. Wiley and T.W. Hong, "Freenet: A Distributed Anonymous Information Storage and Retrieval System," Workshop on Design Issues in Anonymity and Unobservability, pp. 311--320, 2000, CA.
|
| |
10
|
E. Cohen, A. Fiat and H. Kaplan, "Associative Search in Peer To Peer Networks: Harnessing Latent Semantics," 22nd IEEE INFOCOM, Vol. 2, pp. 1261--1271, April. 2003.
|
| |
11
|
|
| |
12
|
N. Doulamis, A. Doulamis and T. Varvarigou, "Optimal Adaptive Relevance Feedback Algorithms for Interactive Multimedia Content Personalization," IEEE Multimedia Magazine, Vol. 10, No. 4, pp. 38--47, Oct-Nov 2003.
|
| |
13
|
N. Doulamis, A. Doulamis, D. Kalogeras and S. Kollias, "Low bit Rate Coding of Image Sequence using Adaptive Regions of Interest," IEEE Tran. on CSVT, Vol. 8, No. 8, pp. 928--934, December 1998.
|
| |
14
|
N. D. Doulamis, A. D. Doulamis, Y. Avrithis, K. Ntalianis and S. Kollias, "Efficient Summarization of Stereoscopic Video Sequences," IEEE Trans. on CSVT, Vol. 10, No. 4, pp. 501--517, June 2000.
|
| |
15
|
A. Doulamis and N. Doulamis, "Optimal Content-based Video Decomposition for Interactive Video Navigation over IP-based Networks," IEEE Trans. on CSVT, Vol. 14, No. 6, pp. 757--775, June 2004.
|
| |
16
|
|
| |
17
|
|
 |
18
|
|
| |
19
|
|
| |
20
|
W.J Jeon,. and K. Nahrstedt, "Peer-to-peer multimedia streaming and caching service," IEEE International Conference on Multimedia and Expo, Vol. 2, pp. 57--60, Aug. 2002.
|
| |
21
|
Jin Li, "MutualCast: A Serverless Peer-to-Peer Multiparty Real-Time Audio Conferencing System," IEEE International Conference on Multimedia and Expo, pp. 602--605 July 2005.
|
| |
22
|
|
| |
23
|
L Lancerica, L. Dairaine and J. Lacan, "Evaluation of Content-Access QoS for Various Dissemination Strategies in Peer to Peer Networks," 11th IEEE Intern. Conf. on Networks, pp.337--342, Oct. 2003.
|
| |
24
|
Y. Liu, X. Liu, L. Xiao, L.M Ni and X. Zhang, "Location-Aware Topology Matching in P2P Systems," 23rd IEEE INFOCOM, Vol. 4, pp.2220--2230, March 2004.
|
| |
25
|
I. Nakic and K. Veselic, "Wielandt and Ky-Fan Theorem for Matrix Pairs," Linear Algebra and its Applications, Vol. 369, No. 17, pp.77--73, August 2003.
|
| |
26
|
|
 |
27
|
Qin Lv , Pei Cao , Edith Cohen , Kai Li , Scott Shenker, Search and replication in unstructured peer-to-peer networks, Proceedings of the 16th international conference on Supercomputing, June 22-26, 2002, New York, New York, USA
[doi> 10.1145/514191.514206]
|
| |
28
|
|
| |
29
|
K. Sripanidkulchai, B. Maggs and H. Zhang, "Efficient Content Location Using Interest-Based Locality in Peer-to-Peer Systems,"22nd IEEE INFOCOM, Vol. 3, pp. 2166--2176, Apr. 2003.
|
| |
30
|
|
| |
31
|
Zhe Xiang, Qian Zhang, Wenwu Zhu, Zhensheng Zhang, and Ya-Qin Zhang, "Peer to Peer Based Multimedia Distribution Service," IEEE Trans. on Multimedia, Vol. 6, No. 2, pp. 343--355, April 2004.
|
| |
32
|
R. Zhang and Y.C. Hu, "Assisted Peer-to-Peer Search with Partial Indexing," 24th Annual Joint Conference of the IEEE Computer and Communications Societies (INFOCOM), Vol. 3, pp. 1514--1525, 2005.
|
| |
33
|
J. Zhang, L. Liu and C.Pu, "Constructing a Proximity-Aware Power Law Overlay Network", In Proc. of Global Telecommunications Conference (GLOBECOM), Vol.2, 2005.
|
| |
34
|
|
| |
35
|
{Online} Available: http://www.akamai.com/
|
| |
36
|
{Online} Available: http://www.gnutella2.com
|
| |
37
|
{Online} Available: http://www.gnutella.wego.com/
|
|