{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T19:27:36Z","timestamp":1777490856282,"version":"3.51.4"},"reference-count":17,"publisher":"SAGE Publications","issue":"3","license":[{"start":{"date-parts":[[2007,9,1]],"date-time":"2007-09-01T00:00:00Z","timestamp":1188604800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Concurrent Engineering"],"published-print":{"date-parts":[[2007,9]]},"abstract":"<jats:p>In this article, a parallel data mining algorithm in a distributed Peer-to-Peer (P2P) network is designed and proposed. The algorithm has the following advanced features: the implementation of the algorithm for all nodes in a P2P network is the same which satisfies not only the distribution but also the random walking in\/out features of a P2P network; it balances the working load of each node in the P2P network well; it is easy for the maintenance and reuse of the codes. All processes of this algorithm are executed in parallel over a P2P network to reach high efficiency, fine scalability and efficient communication. Data mining for large and distributed databases in P2P networks requires more efficient parallel or distributed algorithms. Dealing with a fast changing P2P environment also demands more flexible and scaleable methods. Our parallel algorithm provides a good solution. Parallel P2P data mining applications may play a key role in the next generation of distributed database networks, file sharing networks, and search engines.<\/jats:p>","DOI":"10.1177\/1063293x07083088","type":"journal-article","created":{"date-parts":[[2007,10,30]],"date-time":"2007-10-30T04:45:45Z","timestamp":1193719545000},"page":"281-289","source":"Crossref","is-referenced-by-count":6,"title":["A Study of Parallel Data Mining in a Peer-to-Peer Network"],"prefix":"10.1177","volume":"15","author":[{"given":"Huiwei","family":"Guan","sequence":"first","affiliation":[{"name":"Department of Computer and Information Science, North\rShore Community College, Danvers, MA 01923, USA,"}]},{"given":"Horace H. S.","family":"Ip","sequence":"additional","affiliation":[{"name":"Department of Computer Science, City University of Hong\rKong, Hong Kong"}]}],"member":"179","published-online":{"date-parts":[[2007,9,1]]},"reference":[{"key":"atypb1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jpdc.2004.09.009"},{"key":"atypb2","volume-title":"Proceedings of 16th International Workshop on Database and Expert Systems Applications (DEXA 2005)","author":"Melucci, M."},{"key":"atypb3","doi-asserted-by":"publisher","DOI":"10.1016\/S1383-7621(00)00019-9"},{"key":"atypb4","volume-title":"Proceedings of 20th IEEE Real-time Systems Symposium","author":"Wang, Z."},{"key":"atypb5","doi-asserted-by":"publisher","DOI":"10.1109\/MIC.2006.74"},{"key":"atypb6","volume-title":"Proceedings of IEEE Conference on Decision and Control","author":"Mehyar, M."},{"key":"atypb7","volume-title":"Proceedings of the 12th International Conference on World Wide Web (WWW)","author":"Kamvar, S."},{"key":"atypb8","volume-title":"Proceedings of IEEE the 1997 Advances in Parallel and Distributed Computing Conference (APDC'97)","author":"Guan, H."},{"key":"atypb9","doi-asserted-by":"publisher","DOI":"10.1177\/1063293X06064148"},{"key":"atypb10","volume-title":"Proceedings of BNAIC'03","author":"Kowalczyk, W."},{"key":"atypb11","doi-asserted-by":"publisher","DOI":"10.1109\/69.250074"},{"key":"atypb12","doi-asserted-by":"publisher","DOI":"10.1109\/69.553164"},{"issue":"1","key":"atypb13","first-page":"71","volume":"30","author":"Wu, X.","year":"2005","journal-title":"Systems"},{"key":"atypb14","volume-title":"Proceedings 3rd International Workshop on Software Development Methodologies of Distributed Systems","author":"Guan, H."},{"key":"atypb15","doi-asserted-by":"publisher","DOI":"10.1145\/360402.360421"},{"key":"atypb16","first-page":"482","volume":"1510","author":"Zytkow, J.M.","year":"1998","journal-title":"Lecture Notes in Artificial Intelligence"},{"key":"atypb17","unstructured":"Mannila, H., Toivonen, H. and Verkamo, A.I. (1994). Efficient algorithms for discovering association rules, In: Proc. 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