{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T14:44:28Z","timestamp":1740149068664,"version":"3.37.3"},"reference-count":17,"publisher":"Wiley","license":[{"start":{"date-parts":[[2011,1,1]],"date-time":"2011-01-01T00:00:00Z","timestamp":1293840000000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/3.0\/"}],"funder":[{"DOI":"10.13039\/501100001700","name":"Ministry of Education, Culture, Sports, Science, and Technology","doi-asserted-by":"publisher","award":["23500283"],"award-info":[{"award-number":["23500283"]}],"id":[{"id":"10.13039\/501100001700","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Advances in Fuzzy Systems"],"published-print":{"date-parts":[[2011]]},"abstract":"<jats:p>Relational fuzzy clustering has been developed for extracting intrinsic cluster structures of relational data and was extended to a linear fuzzy clustering model based on Fuzzy<mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><mml:mi>c<\/mml:mi><\/mml:math>-Medoids (FCMdd) concept, in which Fuzzy<mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><mml:mi>c<\/mml:mi><\/mml:math>-Means-(FCM-) like iterative algorithm was performed by defining linear cluster prototypes using two representative medoids for each line prototype. In this paper, the FCMdd-type linear clustering model is further modified in order to handle incomplete data including missing values, and the applicability of several imputation methods is compared. In several numerical experiments, it is demonstrated that some pre-imputation strategies contribute to properly selecting representative medoids of each cluster.<\/jats:p>","DOI":"10.1155\/2011\/265170","type":"journal-article","created":{"date-parts":[[2011,10,16]],"date-time":"2011-10-16T19:00:24Z","timestamp":1318791624000},"page":"1-10","source":"Crossref","is-referenced-by-count":1,"title":["A Comparative Study on TIBA Imputation Methods in FCMdd-Based Linear Clustering with Relational Data"],"prefix":"10.1155","volume":"2011","author":[{"given":"Takeshi","family":"Yamamoto","sequence":"first","affiliation":[{"name":"Department of Computer Science and Intelligent Systems, Osaka Prefecture University, Osaka 599-8531, Japan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Katsuhiro","family":"Honda","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Intelligent Systems, Osaka Prefecture University, Osaka 599-8531, Japan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Akira","family":"Notsu","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Intelligent Systems, Osaka Prefecture University, Osaka 599-8531, Japan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hidetomo","family":"Ichihashi","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Intelligent Systems, Osaka Prefecture University, Osaka 599-8531, Japan"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"issue":"2","key":"1","doi-asserted-by":"crossref","first-page":"205","DOI":"10.1016\/0031-3203(89)90066-6","volume":"22","year":"1989","journal-title":"Pattern Recognition"},{"year":"1981","key":"2"},{"year":"1990","key":"4"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1109\/91.940971"},{"issue":"2","key":"6","doi-asserted-by":"crossref","first-page":"339","DOI":"10.1137\/0140029","volume":"40","year":"1981","journal-title":"SIAM Journal on Applied Mathematics"},{"issue":"2","key":"7","doi-asserted-by":"crossref","first-page":"358","DOI":"10.1137\/0140030","volume":"40","year":"1981","journal-title":"SIAM Journal on Applied Mathematics"},{"key":"8","first-page":"83","volume":"3","year":"1997","journal-title":"Biomedical Fuzzy and Human Sciences"},{"key":"9","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2004.840104"},{"issue":"2","key":"10","doi-asserted-by":"crossref","first-page":"169","DOI":"10.1504\/IJKESDP.2010.034681","volume":"2","year":"2010","journal-title":"International Journal of Knowledge Engineering and Soft Data Paradigms"},{"key":"12"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.1016\/0031-3203(94)90119-8"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.1016\/S0167-8655(01)00115-5"},{"issue":"7","key":"15","doi-asserted-by":"crossref","first-page":"1493","DOI":"10.1162\/neco.1997.9.7.1493","volume":"9","year":"1997","journal-title":"Neural Computation"},{"issue":"1","key":"16","doi-asserted-by":"crossref","first-page":"65","DOI":"10.1109\/72.554192","volume":"8","year":"1997","journal-title":"IEEE Transactions on Neural Networks"},{"issue":"2","key":"17","doi-asserted-by":"crossref","first-page":"443","DOI":"10.1162\/089976699300016728","volume":"11","year":"1999","journal-title":"Neural Computation"},{"year":"1973","key":"19"},{"key":"20","doi-asserted-by":"crossref","first-page":"19","DOI":"10.21248\/jlcl.20.2005.68","volume":"20","year":"2005","journal-title":"Journal for Computational Linguistics and Language Technology"}],"container-title":["Advances in Fuzzy Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/afs\/2011\/265170.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/afs\/2011\/265170.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/afs\/2011\/265170.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,6,10]],"date-time":"2023-06-10T13:52:08Z","timestamp":1686405128000},"score":1,"resource":{"primary":{"URL":"http:\/\/www.hindawi.com\/journals\/afs\/2011\/265170\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2011]]},"references-count":17,"alternative-id":["265170","265170"],"URL":"https:\/\/doi.org\/10.1155\/2011\/265170","relation":{},"ISSN":["1687-7101","1687-711X"],"issn-type":[{"type":"print","value":"1687-7101"},{"type":"electronic","value":"1687-711X"}],"subject":[],"published":{"date-parts":[[2011]]}}}