The Community for Technology Leaders
RSS Icon
Issue No.02 - February (2012 vol.23)
pp: 232-241
Hanhua Chen , Huazhong University of Science and Technology, Wuhan
Hai Jin , Huazhong University of Science and Technology, Wuhan
Xucheng Luo , University of Electronic Science and Technology of China, Chengdu
Yunhao Liu , Tsinghua University, Beijing and Hong Kong University of Science and Technology, Hong Kong
Tao Gu , University of Southern Denmark, Odense M
Kaiji Chen , University of Southern Denmark, Odense M
Lionel M. Ni , Hong Kong University of Science and Technology, Hong Kong and Shanghai Jiao Tong University, Shanghai
Efficient and effective full-text retrieval in unstructured peer-to-peer networks remains a challenge in the research community. First, it is difficult, if not impossible, for unstructured P2P systems to effectively locate items with guaranteed recall. Second, existing schemes to improve search success rate often rely on replicating a large number of item replicas across the wide area network, incurring a large amount of communication and storage costs. In this paper, we propose BloomCast, an efficient and effective full-text retrieval scheme, in unstructured P2P networks. By leveraging a hybrid P2P protocol, BloomCast replicates the items uniformly at random across the P2P networks, achieving a guaranteed recall at a communication cost of O(\sqrt{N}), where N is the size of the network. Furthermore, by casting Bloom Filters instead of the raw documents across the network, BloomCast significantly reduces the communication and storage costs for replication. We demonstrate the power of BloomCast design through both mathematical proof and comprehensive simulations based on the query logs from a major commercial search engine and NIST TREC WT10G data collection. Results show that BloomCast achieves an average query recall of 91 percent, which outperforms the existing WP algorithm by 18 percent, while BloomCast greatly reduces the search latency for query processing by 57 percent.
Peer-to-peer systems, Bloom Filter, replication.
Hanhua Chen, Hai Jin, Xucheng Luo, Yunhao Liu, Tao Gu, Kaiji Chen, Lionel M. Ni, "BloomCast: Efficient and Effective Full-Text Retrieval in Unstructured P2P Networks", IEEE Transactions on Parallel & Distributed Systems, vol.23, no. 2, pp. 232-241, February 2012, doi:10.1109/TPDS.2011.168
[1] D. Li, J. Cao, X. Lu, and K. Chen, "Efficient Range Query Processing in Peer-to-Peer Systems," IEEE Trans. Knowledge and Data Eng., vol. 21, no. 1, pp. 78-91, Jan. 2008.
[2] I. Stoica, R. Morris, D. Karger, M.F. Kaashoek, and H. Balakrishnan, "Chord: A Scalable Peer-to-Peer Lookup Service for Internet Applications," Proc. ACM SIGCOMM '01, pp. 149-160, 2001.
[3] E. Cohen and S. Shenker, "Replication Strategies in Unstructured Peer-to-Peer Networks," Proc. ACM SIGCOMM '02. pp. 177-190, 2002.
[4] R.A. Ferreira, M.K. Ramanathan, A. Awan, A. Grama, and S. Jagannathan, "Search with Probabilistic Guarantees in Unstructured Peer-to-Peer Networks," Proc. IEEE Fifth Int'l Conf. Peer to Peer Computing (P2P '05), pp. 165-172, 2005.
[5] H. Song, S. Dharmapurikar, J. Turner, and J. Lockwood, "Fast Hash Table Lookup Using Extended Bloom Filter: An Aid to Network Processing," Proc. ACM SIGCOMM, 2005.
[6] C. Tang and S. Dwarkadas, "Hybrid Global-Local Indexing for Effcient Peer-to-Peer Information Retrieval," Proc. First Conf. Symp. Networked Systems Design and Implementation (NSDI '04), p. 16, 2004.
[7] S. Robertson, "Understanding Inverse Document Frequency: On Theoretical Arguments for IDF," J. Documentation, vol. 60, pp. 503-520, 2004.
[8] P. Reynolds and A. Vahdat, "Efficient Peer-to-Peer Keyword Searching," Proc. ACM/IFIP/USENIX 2003 Int'l Conf. Middleware (Middleware '03), pp. 21-40, 2003.
[9] F.M. Cuenca-Acuna, C. Peery, R.P. Martin, and T.D. Nguyen, "Planetp: Using Gossiping to Build Content Addressable Peer-to-Peer Information Sharing Communities," Proc. 12th IEEE Int'l Symp. High Performance Distributed Computing (HPDC '03), pp. 236-246, 2003.
[10] H. Shen, Y. Shu, and B. Yu, "Efficient Semantic-Based Content Search in P2P Network," IEEE Trans. Knowledge and Data Eng., vol. 16, no. 7, pp. 813-826, July 2004.
[11] H. Shen and C. Xu, "Locality-Aware and Churn-Resilient Load-Balancing Algorithms in Structured Peer-to-Peer Networks," IEEE Trans. Parallel and Distributed Systems, vol. 18, no. 6, pp. 849-862, June 2007.
[12] K. Sripanidkulchai, B. Maggs, and H. Zhang, "Efficient Content Location Using Interest-Based Locality in Peer-to-Peer Systems," Proc. IEEE INFOCOM '03, 2003.
[13] M. Li, W.-C. Lee, A. Sivasubramaniam, and J. Zhao, "SSW: A Small-World-Based Overlay for Peer-to-Peer Search," IEEE Trans. Parallel and Distributed Systems, vol. 19, no. 6, pp. 735-749, June 2008.
[14] S. Ratnasamy, P. Francis, M. Handley, R. Karp, and S. Schenker, "A Scalable Content-Addressable Network," Proc. ACM SIGCOMM '01, pp. 161-172, 2001.
[15] G.S. Manku, "Routing Networks for Distributed Hash Tables," Proc. ACM 22nd Ann. Symp. Principles of Distributed Computing (PODC '03), pp. 133-142, 2003.
[16] V. King and J. Saia, "Choosing a Random Peer," Proc. ACM 23rd Ann. Symp. Principles of Distributed Computing (PODC '04), pp. 125-130, 2004.
[17] B.H. Bloom, "Space/Time Trade-Offs in Hash Coding with Allowable Errors," Comm. the ACM, vol. 13, no. 7, pp. 422-426, 1971.
[18] H. Tangmunarunkit, R. Govindan, S. Jamin, S. Shenker, and W. Willinger, "Network Topology Generators: Degree-Based vs. Structural," Proc. ACM SIGCOMM '02, pp. 147-159, 2002.
[19] A. Medina, A. Lakhina, I. Matta, and J.W. Byers, "BRITE: An Approach to Universal Topology Generation," Proc. Ninth Int'l Symp. Modeling, Analysis and Simulation of Computer and Telecomm. Systems, (MASCOTS '01), 2001.
[20] Y. Chawathe, S. Ratnasamy, L. Breslau, N. Lanham, and S. Shenker, "Making Gnutella-Like P2P Systems Scalable," Proc. ACM SIGCOMM '03, pp. 407-418, 2003.
[21] C. Huang, J. Li, and W. Ross, "Can Internet Video-on-Demand Be Profitable?," Proc. ACM SIGCOMM, 2007.
[22] S. Saroiu, P.K. Gummadi, and S.D. Gribble, "A Measurement Study of Peer-to-Peer File Sharing Systems," Proc. Multimedia Computing and Networking (MMCN '02), pp. 156-170, 2002.
[23] J.P.C. Jie Lu, "Content-Based Retrieval in Hybrid Peer-to-Peer Networks," Proc. 12th Int'l Conf. Information and Knowledge Management (CIKM), pp. 199-206, 2003.
[24] E.M. Voorhees, "Overview of Trec-2009," Proc. 16th Text REtrieval Conf. (TREC-11), 2009.
[25] A. Broder and M. Mitzenmacher, "Network Applications of Bloom Filters: A Survey," Internet Math., vol. 1, no. 4, pp. 485-509, 2004.
[26] X. Tang, J. Xu, and W. Lee, "Analysis of TTL-Based Consistency in Unstructured Peer-to-Peer Networks," IEEE Trans. Parallel and Distributed Systems, vol. 19, no. 12, pp. 1683-1694, Dec. 2008.
[27] N.F. Huang, R. Liu, C.H. Chen, Y.T. Chen, and L.W. Huang, "A Fast Url Lookup Engine for Content-Aware Multi-Gigabit Switches," Proc. 19th Int'l Conf. Advanced Information Networking and Applications (AINA), 2005.
19 ms
(Ver 2.0)

Marketing Automation Platform Marketing Automation Tool