{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,30]],"date-time":"2026-03-30T14:03:14Z","timestamp":1774879394895,"version":"3.50.1"},"reference-count":0,"publisher":"World Scientific Pub Co Pte Lt","issue":"03","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Unc. Fuzz. Knowl. Based Syst."],"published-print":{"date-parts":[[1994,9]]},"abstract":"<jats:p> This paper presents a fast fuzzy c-means (FCM) clustering algorithm with two layers, which is a mergence of hard clustering and fuzzy clustering. The result of hard clustering is used to initialize the c cluster centers in fuzzy clustering, and then the number of iteration steps is reduced. The application of the proposed algorithm to image segmentation based on the two dimensional histogram is provided to show its computational efficience. <\/jats:p>","DOI":"10.1142\/s0218488594000286","type":"journal-article","created":{"date-parts":[[2004,11,19]],"date-time":"2004-11-19T02:21:13Z","timestamp":1100830873000},"page":"343-350","source":"Crossref","is-referenced-by-count":1,"title":["FUZZY C-MEANS CLUSTERING ALGORITHM WITH TWO LAYERS AND ITS APPLICATION TO IMAGE SEGMENTATION BASED ON TWO-DIMENSIONAL HISTOGRAM"],"prefix":"10.1142","volume":"02","author":[{"given":"WEIXIN","family":"XIE","sequence":"first","affiliation":[{"name":"Department of Electronic Engineering, Xidian University, Xi'an, 710071, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"JIANZHUANG","family":"LIU","sequence":"additional","affiliation":[{"name":"Department of Electronic Engineering, Xidian University, Xi'an, 710071, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2011,11,21]]},"container-title":["International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218488594000286","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,7]],"date-time":"2019-08-07T02:53:21Z","timestamp":1565146401000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0218488594000286"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[1994,9]]},"references-count":0,"journal-issue":{"issue":"03","published-online":{"date-parts":[[2011,11,21]]},"published-print":{"date-parts":[[1994,9]]}},"alternative-id":["10.1142\/S0218488594000286"],"URL":"https:\/\/doi.org\/10.1142\/s0218488594000286","relation":{},"ISSN":["0218-4885","1793-6411"],"issn-type":[{"value":"0218-4885","type":"print"},{"value":"1793-6411","type":"electronic"}],"subject":[],"published":{"date-parts":[[1994,9]]}}}