{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,31]],"date-time":"2026-01-31T16:14:42Z","timestamp":1769876082525,"version":"3.49.0"},"publisher-location":"Berlin, Heidelberg","reference-count":18,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"value":"9783642158797","type":"print"},{"value":"9783642158803","type":"electronic"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2010]]},"DOI":"10.1007\/978-3-642-15880-3_8","type":"book-chapter","created":{"date-parts":[[2010,8,17]],"date-time":"2010-08-17T14:08:53Z","timestamp":1282054133000},"page":"24-39","source":"Crossref","is-referenced-by-count":7,"title":["On Classifying Drifting Concepts in P2P Networks"],"prefix":"10.1007","author":[{"given":"Hock Hee","family":"Ang","sequence":"first","affiliation":[]},{"given":"Vivekanand","family":"Gopalkrishnan","sequence":"additional","affiliation":[]},{"given":"Wee Keong","family":"Ng","sequence":"additional","affiliation":[]},{"given":"Steven","family":"Hoi","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"key":"8_CR1","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"83","DOI":"10.1007\/978-3-642-04180-8_23","volume-title":"Machine Learning and Knowledge Discovery in Databases","author":"H.H. Ang","year":"2009","unstructured":"Ang, H.H., Gopalkrishnan, V., Ng, W.K., Hoi, S.C.H.: Communication-efficient classification in P2P networks. In: Buntine, W., Grobelnik, M., Mladeni\u0107, D., Shawe-Taylor, J. (eds.) ECML\/PKDD 2009. LNCS, vol.\u00a05782, pp. 83\u201398. Springer, Heidelberg (2009)"},{"issue":"2","key":"8_CR2","doi-asserted-by":"publisher","first-page":"85","DOI":"10.1002\/sam.10006","volume":"1","author":"K. Bhaduri","year":"2008","unstructured":"Bhaduri, K., Wolff, R., Giannella, C., Kargupta, H.: Distributed decision-tree induction in peer-to-peer systems. Statistical Analysis and Data Mining\u00a01(2), 85\u2013103 (2008)","journal-title":"Statistical Analysis and Data Mining"},{"key":"8_CR3","doi-asserted-by":"crossref","unstructured":"Luo, P., Xiong, H., L\u00fc, K., Shi, Z.: Distributed classification in peer-to-peer networks. In: ACM SIGKDD, pp. 968\u2013976 (2007)","DOI":"10.1145\/1281192.1281296"},{"issue":"4","key":"8_CR4","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1109\/MIC.2006.74","volume":"10","author":"S. Datta","year":"2006","unstructured":"Datta, S., Bhaduri, K., Giannella, C., Wolff, R., Kargupta, H.: Distributed data mining in peer-to-peer networks. Internet Computing\u00a010(4), 18\u201326 (2006)","journal-title":"Internet Computing"},{"key":"8_CR5","doi-asserted-by":"crossref","unstructured":"Chen, R., Sivakumar, K., Kargupta, H.: Distributed web mining using bayesian networks from multiple data streams. In: ICDM, pp. 75\u201382 (2001)","DOI":"10.1109\/ICDM.2001.989503"},{"key":"8_CR6","doi-asserted-by":"crossref","unstructured":"Hulten, G., Spencer, L., Domingos, P.: Mining time-changing data streams. In: KDD, pp. 97\u2013106 (2001)","DOI":"10.1145\/502512.502529"},{"key":"8_CR7","first-page":"2755","volume":"8","author":"J.Z. Kolter","year":"2007","unstructured":"Kolter, J.Z., Maloof, M.A.: Dynamic weighted majority: An ensemble method for drifting concepts. Journal of Machine Learning Research\u00a08, 2755\u20132790 (2007)","journal-title":"Journal of Machine Learning Research"},{"key":"8_CR8","doi-asserted-by":"crossref","unstructured":"Street, W.N., Kim, Y.: A streaming ensemble algorithm (sea) for large-scale classification. In: KDD, pp. 377\u2013382 (2001)","DOI":"10.1145\/502512.502568"},{"issue":"1","key":"8_CR9","doi-asserted-by":"publisher","first-page":"56","DOI":"10.1016\/j.inffus.2006.11.002","volume":"9","author":"A. Tsymbal","year":"2008","unstructured":"Tsymbal, A., Pechenizkiy, M., Cunningham, P., Puuronen, S.: Dynamic integration of classifiers for handling concept drift. Information Fusion\u00a09(1), 56\u201368 (2008)","journal-title":"Information Fusion"},{"key":"8_CR10","doi-asserted-by":"crossref","unstructured":"Wang, H., Fan, W., Yu, P.S., Han, J.: Mining concept-drifting data streams using ensemble classifiers. In: KDD, pp. 226\u2013235 (2003)","DOI":"10.1145\/956750.956778"},{"key":"8_CR11","doi-asserted-by":"crossref","unstructured":"Xu, Y., Wang, K., Fu, A.W.C., She, R., Pei, J.: Classification spanning correlated data streams. In: CIKM, pp. 132\u2013141 (2006)","DOI":"10.1145\/1183614.1183637"},{"issue":"3","key":"8_CR12","doi-asserted-by":"publisher","first-page":"261","DOI":"10.1007\/s10618-006-0050-x","volume":"13","author":"Y. Yang","year":"2006","unstructured":"Yang, Y., Wu, X., Zhu, X.: Mining in anticipation for concept change: Proactive-reactive prediction in data streams. Data Mining and Knowledge Discovery\u00a013(3), 261\u2013289 (2006)","journal-title":"Data Mining and Knowledge Discovery"},{"key":"8_CR13","doi-asserted-by":"publisher","first-page":"408","DOI":"10.1145\/1390156.1390208","volume-title":"ICML","author":"C.J. Hsieh","year":"2008","unstructured":"Hsieh, C.J., Chang, K.W., Lin, C.J., Keerthi, S.S., Sundararajan, S.: A dual coordinate descent method for large-scale linear SVM. In: ICML, pp. 408\u2013415. ACM, New York (2008)"},{"key":"8_CR14","doi-asserted-by":"crossref","unstructured":"Dong, W., Wang, Z., Josephson, W., Charikar, M., Li, K.: Modeling lsh for performance tuning. In: CIKM, pp. 669\u2013678 (2008)","DOI":"10.1145\/1458082.1458172"},{"issue":"9","key":"8_CR15","doi-asserted-by":"publisher","first-page":"2169","DOI":"10.1016\/j.patcog.2008.11.030","volume":"42","author":"D. Lemire","year":"2009","unstructured":"Lemire, D.: Faster retrieval with a two-pass dynamic-time-warping lower bound. Pattern Recognition\u00a042(9), 2169\u20132180 (2009)","journal-title":"Pattern Recognition"},{"issue":"3-4","key":"8_CR16","doi-asserted-by":"publisher","first-page":"389","DOI":"10.1080\/01969729208927471","volume":"23","author":"M. Kubat","year":"1992","unstructured":"Kubat, M.: A machine learning-based approach to load balancing in computer networks. Cybernetics and Systems\u00a023(3-4), 389\u2013400 (1992)","journal-title":"Cybernetics and Systems"},{"key":"8_CR17","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"crossref","first-page":"227","DOI":"10.1007\/3-540-56602-3_139","volume-title":"Machine Learning: ECML-93","author":"G. Widmer","year":"1993","unstructured":"Widmer, G., Kubat, M.: Effective learning in dynamic environments by explicit context tracking. In: Brazdil, P.B. (ed.) ECML 1993. LNCS, vol.\u00a0667, pp. 227\u2013243. Springer, Heidelberg (1993)"},{"key":"8_CR18","doi-asserted-by":"crossref","unstructured":"Kelly, M.G., Hand, D.J., Adams, N.M.: The impact of changing populations on classifier performance. In: KDD, pp. 367\u2013371 (1999)","DOI":"10.1145\/312129.312285"}],"container-title":["Lecture Notes in Computer Science","Machine Learning and Knowledge Discovery in Databases"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-15880-3_8.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,11,24]],"date-time":"2020-11-24T02:42:07Z","timestamp":1606185727000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-15880-3_8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2010]]},"ISBN":["9783642158797","9783642158803"],"references-count":18,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-15880-3_8","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2010]]}}}