{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,18]],"date-time":"2026-05-18T16:09:13Z","timestamp":1779120553614,"version":"3.51.4"},"reference-count":31,"publisher":"Association for Computing Machinery (ACM)","issue":"2","license":[{"start":{"date-parts":[[2006,12,1]],"date-time":"2006-12-01T00:00:00Z","timestamp":1164931200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["SIGKDD Explor. Newsl."],"published-print":{"date-parts":[[2006,12]]},"abstract":"<jats:p>In this paper we present a framework for forming interests-based Peer-to-Peer communities using client-side web browsing history. At the heart of this framework is the use of an order statistics-based approach to build communities with hierarchical structure. We have also carefully considered privacy concerns of the peers and adopted cryptographic protocols to measure similarity between them without disclosing their personal profiles. We evaluated our framework on a distributed data mining platform we have developed. The experimental results show that our framework could effectively build interests-based communities.<\/jats:p>","DOI":"10.1145\/1233321.1233323","type":"journal-article","created":{"date-parts":[[2007,4,5]],"date-time":"2007-04-05T19:52:18Z","timestamp":1175802738000},"page":"11-20","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":32,"title":["Client-side web mining for community formation in peer-to-peer environments"],"prefix":"10.1145","volume":"8","author":[{"given":"Kun","family":"Liu","sequence":"first","affiliation":[{"name":"University of Maryland Baltimore County, Baltimore, MD"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kanishka","family":"Bhaduri","sequence":"additional","affiliation":[{"name":"University of Maryland Baltimore County, Baltimore, MD"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kamalika","family":"Das","sequence":"additional","affiliation":[{"name":"University of Maryland Baltimore County, Baltimore, MD"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Phuong","family":"Nguyen","sequence":"additional","affiliation":[{"name":"University of Maryland Baltimore County, Baltimore, MD"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hillol","family":"Kargupta","sequence":"additional","affiliation":[{"name":"University of Maryland Baltimore County, Baltimore, MD"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2006,12]]},"reference":[{"key":"e_1_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-30106-6_9"},{"key":"e_1_2_1_2_1","first-page":"74","volume-title":"Proceedings of the 22 nd International Conference on Distributed Computing Systems (ICDCS'02)","author":"Al-Muhtadi J.","unstructured":"J. Al-Muhtadi , R. Campbell , A. Kapadia , M. D. Mickunas , and S. Yi . Routing through the mist: Privacy preserving communication in ubiquitous computing environments . In Proceedings of the 22 nd International Conference on Distributed Computing Systems (ICDCS'02) , pages 74 -- 83 , Vienna, Austria, June July. J. Al-Muhtadi, R. Campbell, A. Kapadia, M. D. Mickunas, and S. Yi. Routing through the mist: Privacy preserving communication in ubiquitous computing environments. In Proceedings of the 22 nd International Conference on Distributed Computing Systems (ICDCS'02), pages 74--83, Vienna, Austria, June July."},{"key":"e_1_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/HICSS.2006.126"},{"key":"e_1_2_1_4_1","volume-title":"Proceedings of the ESWC Workshop on Ontologies in Peer-to-Peer Communities","author":"Castano S.","year":"2005","unstructured":"S. Castano and S. Montanelli . Semantic self-formation of communities of peers . In Proceedings of the ESWC Workshop on Ontologies in Peer-to-Peer Communities , Heraklion, Greece , May 2005 . S. Castano and S. Montanelli. Semantic self-formation of communities of peers. In Proceedings of the ESWC Workshop on Ontologies in Peer-to-Peer Communities, Heraklion, Greece, May 2005."},{"key":"e_1_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1137\/1.9781611972764.14"},{"key":"e_1_2_1_6_1","volume-title":"Order Statistics","author":"David H. A.","year":"1981","unstructured":"H. A. David . Order Statistics . Wiley-Interscience , 2 edition, 1981 . H. A. David. Order Statistics. Wiley-Interscience, 2 edition, 1981."},{"key":"e_1_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1137\/1.9781611972740.21"},{"key":"e_1_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1109\/2.989932"},{"key":"e_1_2_1_9_1","unstructured":"Freenet. http:\/\/freenetproject.org\/.  Freenet. http:\/\/freenetproject.org\/."},{"key":"e_1_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/1014052.1014120"},{"key":"e_1_2_1_11_1","unstructured":"GNUnet. http:\/\/gnunet.org\/.  GNUnet. http:\/\/gnunet.org\/."},{"key":"e_1_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1007\/11496618_9"},{"key":"e_1_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1093\/biomet\/57.1.97"},{"key":"e_1_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipl.2003.08.011"},{"issue":"4","key":"e_1_2_1_15_1","first-page":"155","article-title":"Efficient discovery of implicitly formed peer-to-peer communities","volume":"5","author":"Khambatti M.","year":"2002","unstructured":"M. Khambatti , K. D. Ryu , and P. Dasgupta . Efficient discovery of implicitly formed peer-to-peer communities . International Journal of Parallel and Distributed Systems and Networks , 5 ( 4 ): 155 -- 164 , 2002 . M. Khambatti, K. D. Ryu, and P. Dasgupta. Efficient discovery of implicitly formed peer-to-peer communities. International Journal of Parallel and Distributed Systems and Networks, 5(4):155--164, 2002.","journal-title":"International Journal of Parallel and Distributed Systems and Networks"},{"key":"e_1_2_1_16_1","volume-title":"Paul Erd\u00f6s is Eighty, 2:1--46","author":"Lov\u00e1sz L.","year":"1993","unstructured":"L. Lov\u00e1sz . Random walks on graphs: A survey. Combinatorics , Paul Erd\u00f6s is Eighty, 2:1--46 , 1993 . L. Lov\u00e1sz. Random walks on graphs: A survey. Combinatorics, Paul Erd\u00f6s is Eighty, 2:1--46, 1993."},{"key":"e_1_2_1_17_1","volume-title":"HarperCollins Publishers","author":"Maslow A. H.","year":"1987","unstructured":"A. H. Maslow . Motivation and Personality . HarperCollins Publishers , 3 rd edition, January 1987 . A. H. Maslow. Motivation and Personality. HarperCollins Publishers, 3rd edition, January 1987.","edition":"3"},{"key":"e_1_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1063\/1.1699114"},{"key":"e_1_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/1041410.1041421"},{"key":"e_1_2_1_20_1","series-title":"Lecture Notes in Computer Science","first-page":"223","volume-title":"Advances in Cryptology - RUROCRYPT'99","author":"Paillier P.","year":"1999","unstructured":"P. Paillier . Public-key cryptosystems based on composite degree residuosity classes . In J. Stern, editor, Advances in Cryptology - RUROCRYPT'99 , volume 1592 of Lecture Notes in Computer Science , pages 223 -- 238 , 1999 . P. Paillier. Public-key cryptosystems based on composite degree residuosity classes. In J. Stern, editor, Advances in Cryptology - RUROCRYPT'99, volume 1592 of Lecture Notes in Computer Science, pages 223--238, 1999."},{"key":"e_1_2_1_21_1","volume-title":"Proceedings of Multimedia Computing and Networking (MMCN'02)","author":"Saroiu S.","year":"2002","unstructured":"S. Saroiu , P. K. Gummadi , and S. D. Gribble . A measurement study of peer-to-peer file sharing systems . In Proceedings of Multimedia Computing and Networking (MMCN'02) , San Jose, cA , January 2002 . S. Saroiu, P. K. Gummadi, and S. D. Gribble. A measurement study of peer-to-peer file sharing systems. In Proceedings of Multimedia Computing and Networking (MMCN'02), San Jose, cA, January 2002."},{"key":"e_1_2_1_22_1","volume-title":"Social Network Analysis: A Handbook","author":"Scott J. P.","year":"2000","unstructured":"J. P. Scott . Social Network Analysis: A Handbook . Sage Publications Ltd ., 2 nd edition, March 2000 . J. P. Scott. Social Network Analysis: A Handbook. Sage Publications Ltd., 2nd edition, March 2000.","edition":"2"},{"key":"e_1_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.5555\/820741.820985"},{"key":"e_1_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1145\/238218.238287"},{"key":"e_1_2_1_25_1","first-page":"380","volume-title":"Proceedings of RIAO","author":"Trajkova J.","year":"2004","unstructured":"J. Trajkova and S. Gauch . Improving ontology-based user profiles . In Proceedings of RIAO , pages 380 -- 389 , Vaucluse, France , April 2004 . J. Trajkova and S. Gauch. Improving ontology-based user profiles. In Proceedings of RIAO, pages 380--389, Vaucluse, France, April 2004."},{"key":"e_1_2_1_26_1","series-title":"Series: Advances in Information Security","volume-title":"Privacy Preserving Data Mining","author":"Vaidya J.","year":"2006","unstructured":"J. Vaidya , C. Clifton , and M. Zhu . Privacy Preserving Data Mining , volume 19 of Series: Advances in Information Security . Springer , 2006 . J. Vaidya, C. Clifton, and M. Zhu. Privacy Preserving Data Mining, volume 19 of Series: Advances in Information Security. Springer, 2006."},{"key":"e_1_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.5555\/1025132.1026340"},{"key":"e_1_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1137\/1.9781611972764.38"},{"key":"e_1_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.5555\/951949.952182"},{"key":"e_1_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1145\/1014052.1014145"},{"key":"e_1_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1109\/SFCS.1986.25"}],"container-title":["ACM SIGKDD Explorations Newsletter"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/1233321.1233323","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/1233321.1233323","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T14:51:51Z","timestamp":1750258311000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/1233321.1233323"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2006,12]]},"references-count":31,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2006,12]]}},"alternative-id":["10.1145\/1233321.1233323"],"URL":"https:\/\/doi.org\/10.1145\/1233321.1233323","relation":{},"ISSN":["1931-0145","1931-0153"],"issn-type":[{"value":"1931-0145","type":"print"},{"value":"1931-0153","type":"electronic"}],"subject":[],"published":{"date-parts":[[2006,12]]},"assertion":[{"value":"2006-12-01","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}