{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,16]],"date-time":"2025-10-16T06:31:17Z","timestamp":1760596277988,"version":"3.41.0"},"publisher-location":"Cham","reference-count":20,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319512792"},{"type":"electronic","value":"9783319512815"}],"license":[{"start":{"date-parts":[[2016,12,29]],"date-time":"2016-12-29T00:00:00Z","timestamp":1482969600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2016,12,29]],"date-time":"2016-12-29T00:00:00Z","timestamp":1482969600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2017]]},"DOI":"10.1007\/978-3-319-51281-5_10","type":"book-chapter","created":{"date-parts":[[2017,1,4]],"date-time":"2017-01-04T23:28:13Z","timestamp":1483572493000},"page":"91-100","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["A Study of Data Imputation Using Fuzzy C-Means with Particle Swarm Optimization"],"prefix":"10.1007","author":[{"given":"Nurul Ashikin","family":"Samat","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mohd Najib Mohd","family":"Salleh","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2016,12,29]]},"reference":[{"key":"10_CR1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1186\/s13634-015-0293-z","volume":"2016","author":"J Qiu","year":"2016","unstructured":"Qiu, J., Wu, Q., Ding, G., Xu, Y., Feng, S.: A survey of machine learning for big data processing. EURASIP J. Adv. Sig. Process. 2016, 1\u201316 (2016)","journal-title":"EURASIP J. Adv. Sig. Process."},{"key":"10_CR2","first-page":"113","volume":"15","author":"M Teimouri","year":"2016","unstructured":"Teimouri, M., Farzadfar, F., Soudi Alamdari, M., Hashemi-Meshkini, A., Adibi Alamdari, P., Rezaei-Darzi, E., Varmaghani, M., Zeynalabedini, A.: Detecting diseases in medical prescriptions using data mining tools and combining techniques. Iranian J. Pharm. Res. 15, 113\u2013123 (2016)","journal-title":"Iranian J. Pharm. Res."},{"key":"10_CR3","first-page":"2650","volume":"2","author":"PS Raju","year":"2014","unstructured":"Raju, P.S., Bai, D.V.R., Chaitanya, G.K.: Data mining: techniques for enhancing customer relationship management in banking and retail industries. Int. J. Innov. Res. Comput. Commun. Eng. 2, 2650\u20132657 (2014)","journal-title":"Int. J. Innov. Res. Comput. Commun. Eng."},{"key":"10_CR4","doi-asserted-by":"publisher","first-page":"62","DOI":"10.1016\/j.geoderma.2015.11.014","volume":"265","author":"B Heung","year":"2016","unstructured":"Heung, B., Ho, H.C., Zhang, J., Knudby, A., Bulmer, C.E., Schmidt, M.G.: An overview and comparison of machine-learning techniques for classification purposes in digital soil mapping. Geoderma 265, 62\u201377 (2016)","journal-title":"Geoderma"},{"key":"10_CR5","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1002\/widm.1075","volume":"3","author":"C Romero","year":"2013","unstructured":"Romero, C., Ventura, S.: Data mining in education. Wiley Interdisc. Rev. Data Min. Knowl. Discov. 3, 12\u201327 (2013)","journal-title":"Wiley Interdisc. Rev. Data Min. Knowl. Discov."},{"key":"10_CR6","doi-asserted-by":"crossref","unstructured":"Salleh, M.N.M.: Implementing fuzzy modeling of decision support for crop planting management. In: 2013 International Conference on Fuzzy Theory and Its Applications (iFUZZY), pp. 161\u2013166 (2013)","DOI":"10.1109\/iFuzzy.2013.6825429"},{"key":"10_CR7","doi-asserted-by":"publisher","first-page":"152","DOI":"10.1016\/j.neucom.2016.04.015","volume":"205","author":"M Amiri","year":"2016","unstructured":"Amiri, M., Jensen, R.: Missing data imputation using fuzzy-rough methods. Neurocomputing 205, 152\u2013164 (2016)","journal-title":"Neurocomputing"},{"key":"10_CR8","unstructured":"Kotsiantis, S.B., Zaharakis, I., Pintelas, P.: Supervised machine learning: a review of classification techniques (2007)"},{"key":"10_CR9","doi-asserted-by":"crossref","unstructured":"Saleem, A., Asif, K.H., Ali, A., Awan, S.M., Alghamdi, M.A.: Pre-processing methods of data mining. In: 2014 IEEE\/ACM 7th International Conference on Utility and Cloud Computing (UCC), pp. 451\u2013456 (2014)","DOI":"10.1109\/UCC.2014.57"},{"key":"10_CR10","doi-asserted-by":"publisher","first-page":"581","DOI":"10.1093\/biomet\/63.3.581","volume":"63","author":"DB Rubin","year":"1976","unstructured":"Rubin, D.B.: Inference and missing data. Biometrika 63, 581\u2013592 (1976)","journal-title":"Biometrika"},{"key":"10_CR11","doi-asserted-by":"publisher","first-page":"191","DOI":"10.1016\/0098-3004(84)90020-7","volume":"10","author":"JC Bezdek","year":"1984","unstructured":"Bezdek, J.C., Ehrlich, R., Full, W.: FCM: the fuzzy c-means clustering algorithm. Comput. Geosci. 10, 191\u2013203 (1984)","journal-title":"Comput. Geosci."},{"key":"10_CR12","doi-asserted-by":"publisher","first-page":"6942","DOI":"10.1016\/j.eswa.2010.03.028","volume":"37","author":"D Li","year":"2010","unstructured":"Li, D., Gu, H., Zhang, L.: A fuzzy c-means clustering algorithm based on nearest-neighbor intervals for incomplete data. Expert Syst. Appl. 37, 6942\u20136947 (2010)","journal-title":"Expert Syst. Appl."},{"key":"10_CR13","doi-asserted-by":"publisher","first-page":"6793","DOI":"10.1016\/j.eswa.2010.12.067","volume":"38","author":"AG Di Nuovo","year":"2011","unstructured":"Di Nuovo, A.G.: Missing data analysis with fuzzy C-Means: A study of its application in a psychological scenario. Expert Syst. Appl. 38, 6793\u20136797 (2011)","journal-title":"Expert Syst. Appl."},{"key":"10_CR14","doi-asserted-by":"publisher","first-page":"10583","DOI":"10.1016\/j.eswa.2012.02.138","volume":"39","author":"KJ Nishanth","year":"2012","unstructured":"Nishanth, K.J., Ravi, V., Ankaiah, N., Bose, I.: Soft computing based imputation and hybrid data and text mining: the case of predicting the severity of phishing alerts. Expert Syst. Appl. 39, 10583\u201310589 (2012)","journal-title":"Expert Syst. Appl."},{"key":"10_CR15","doi-asserted-by":"publisher","first-page":"25","DOI":"10.1016\/j.ins.2013.01.021","volume":"233","author":"IB Aydilek","year":"2013","unstructured":"Aydilek, I.B., Arslan, A.: A hybrid method for imputation of missing values using optimized fuzzy c-means with support vector regression and a genetic algorithm. Inf. Sci. 233, 25\u201335 (2013)","journal-title":"Inf. Sci."},{"key":"10_CR16","doi-asserted-by":"crossref","unstructured":"Krishna, M., Ravi, V.: Particle swarm optimization and covariance matrix based data imputation. In: 2013 IEEE International Conference on Computational Intelligence and Computing Research (ICCIC), pp. 1\u20136. IEEE (2013)","DOI":"10.1109\/ICCIC.2013.6724232"},{"key":"10_CR17","doi-asserted-by":"publisher","first-page":"134","DOI":"10.1016\/j.neucom.2014.12.073","volume":"156","author":"C Gautam","year":"2015","unstructured":"Gautam, C., Ravi, V.: Data imputation via evolutionary computation, clustering and a neural network. Neurocomputing 156, 134\u2013142 (2015)","journal-title":"Neurocomputing"},{"key":"10_CR18","doi-asserted-by":"publisher","first-page":"29","DOI":"10.1016\/j.trc.2014.11.003","volume":"51","author":"J Tang","year":"2015","unstructured":"Tang, J., Zhang, G., Wang, Y., Wang, H., Liu, F.: A hybrid approach to integrate fuzzy C-means based imputation method with genetic algorithm for missing traffic volume data estimation. Transp. Res. Part C: Emerg. Technol. 51, 29\u201340 (2015)","journal-title":"Transp. Res. Part C: Emerg. Technol."},{"key":"10_CR19","first-page":"1","volume":"46","author":"MG Rahman","year":"2015","unstructured":"Rahman, M.G., Islam, M.Z.: Missing value imputation using a fuzzy clustering-based EM approach. Knowl. Inf. Syst. 46, 1\u201334 (2015)","journal-title":"Knowl. Inf. Syst."},{"key":"10_CR20","unstructured":"Frank, A., Asuncion, A.: UCI machine learning repository (2010)"}],"container-title":["Advances in Intelligent Systems and Computing","Recent Advances on Soft Computing and Data Mining"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-51281-5_10","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,14]],"date-time":"2025-06-14T00:25:33Z","timestamp":1749860733000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-51281-5_10"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,12,29]]},"ISBN":["9783319512792","9783319512815"],"references-count":20,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-51281-5_10","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"type":"print","value":"2194-5357"},{"type":"electronic","value":"2194-5365"}],"subject":[],"published":{"date-parts":[[2016,12,29]]},"assertion":[{"value":"29 December 2016","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"SCDM","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Soft Computing and Data Mining","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Bandung","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Indonesia","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2016","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18 August 2016","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20 August 2016","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Second","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"scdm2016","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/fsktm2.uthm.edu.my\/scdm2016\/upload\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}