{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T19:25:57Z","timestamp":1777490757362,"version":"3.51.4"},"reference-count":12,"publisher":"World Scientific Pub Co Pte Lt","issue":"03","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Neur. Syst."],"published-print":{"date-parts":[[2008,6]]},"abstract":"<jats:p> We introduce a set of clustering algorithms whose performance function is such that the algorithms overcome one of the weaknesses of K-means, its sensitivity to initial conditions which leads it to converge to a local optimum rather than the global optimum. We derive online learning algorithms and illustrate their convergence to optimal solutions which K-means fails to find. We then extend the algorithm by underpinning it with a latent space which enables a topology preserving mapping to be found. We show visualisation results on some standard data sets. <\/jats:p>","DOI":"10.1142\/s0129065708001518","type":"journal-article","created":{"date-parts":[[2008,7,1]],"date-time":"2008-07-01T11:25:50Z","timestamp":1214911550000},"page":"185-194","source":"Crossref","is-referenced-by-count":67,"title":["ONLINE CLUSTERING ALGORITHMS"],"prefix":"10.1142","volume":"18","author":[{"given":"WESAM","family":"BARBAKH","sequence":"first","affiliation":[{"name":"The University of Paisley, Scotland, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"COLIN","family":"FYFE","sequence":"additional","affiliation":[{"name":"The University of Paisley, Scotland, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2011,11,21]]},"reference":[{"key":"rf4","first-page":"1","volume":"11","author":"Barbakh W.","journal-title":"Computing and Information Systems"},{"key":"rf6","first-page":"2","volume":"10","author":"Barbakh W.","journal-title":"Computing and Information Systems"},{"key":"rf8","author":"Bishop C. M.","journal-title":"Neural Computation"},{"key":"rf9","doi-asserted-by":"publisher","DOI":"10.1007\/s10618-006-0047-5"},{"key":"rf10","author":"Garcia-Osorio C.","journal-title":"International Journal of Neural Systems"},{"key":"rf11","volume":"11","author":"Garcia-Osorio C.","journal-title":"Journal of Universal Computer Science"},{"key":"rf12","doi-asserted-by":"publisher","DOI":"10.2307\/2346830"},{"key":"rf13","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-97610-0"},{"key":"rf14","doi-asserted-by":"publisher","DOI":"10.1016\/S0031-3203(02)00060-2"},{"key":"rf16","volume-title":"Information Theory, Inference, and Learning Algorithms","author":"MacKay D. J.","year":"2003"},{"key":"rf18","first-page":"1033","volume":"4","author":"Pe\u00f1a M.","journal-title":"WSEAS Transactions on Computers"},{"key":"rf21","author":"Zhong S.","journal-title":"International Journal of Reliability, Quality and Safety Engineering"}],"container-title":["International Journal of Neural Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0129065708001518","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,7]],"date-time":"2019-08-07T02:04:07Z","timestamp":1565143447000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0129065708001518"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2008,6]]},"references-count":12,"journal-issue":{"issue":"03","published-online":{"date-parts":[[2011,11,21]]},"published-print":{"date-parts":[[2008,6]]}},"alternative-id":["10.1142\/S0129065708001518"],"URL":"https:\/\/doi.org\/10.1142\/s0129065708001518","relation":{},"ISSN":["0129-0657","1793-6462"],"issn-type":[{"value":"0129-0657","type":"print"},{"value":"1793-6462","type":"electronic"}],"subject":[],"published":{"date-parts":[[2008,6]]}}}