{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,16]],"date-time":"2025-10-16T06:51:50Z","timestamp":1760597510322,"version":"3.40.1"},"reference-count":41,"publisher":"Springer Science and Business Media LLC","issue":"3-4","license":[{"start":{"date-parts":[[2012,2,5]],"date-time":"2012-02-05T00:00:00Z","timestamp":1328400000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Neural Comput & Applic"],"published-print":{"date-parts":[[2013,3]]},"DOI":"10.1007\/s00521-012-0853-1","type":"journal-article","created":{"date-parts":[[2012,2,4]],"date-time":"2012-02-04T03:38:59Z","timestamp":1328326739000},"page":"479-489","source":"Crossref","is-referenced-by-count":31,"title":["Predicting consumer sentiments using online sequential extreme learning machine and intuitionistic fuzzy sets"],"prefix":"10.1007","volume":"22","author":[{"given":"Hai","family":"Wang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Gang","family":"Qian","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiang-Qian","family":"Feng","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2012,2,5]]},"reference":[{"issue":"12","key":"853_CR1","doi-asserted-by":"crossref","first-page":"1283","DOI":"10.1016\/S0167-8655(01)00073-3","volume":"22","author":"LA Alexandre","year":"2001","unstructured":"Alexandre LA, Campilho AC, Kamel M (2001) On combining classifiers using sum and product rules. Pattern Recogn Lett 22(12):1283\u20131289","journal-title":"Pattern Recogn Lett"},{"issue":"1","key":"853_CR2","doi-asserted-by":"crossref","first-page":"87","DOI":"10.1016\/S0165-0114(86)80034-3","volume":"20","author":"K Atanassov","year":"1986","unstructured":"Atanassov K (1986) Intuitionistic fuzzy sets. Fuzzy Set Syst 20(1):87\u201396","journal-title":"Fuzzy Set Syst"},{"issue":"4","key":"853_CR3","doi-asserted-by":"crossref","first-page":"732","DOI":"10.1016\/j.dss.2010.08.024","volume":"50","author":"X Bai","year":"2011","unstructured":"Bai X (2011) Predicting consumer sentiments from online text. Decis Support Syst 50(4):732\u2013742","journal-title":"Decis Support Syst"},{"key":"853_CR4","unstructured":"Chang C, Lin C (2001) Libsvm: a library for support vector machines. In: http:\/\/www.csie.ntu.edu.tw\/~cjlin\/libsvm"},{"key":"853_CR5","unstructured":"Cheung C, Shek S, Sia C (2004) Virtual community of consumers:why people are willing to contribute? In: Proceeding of the 8th Pacific-Asia conference on information systems, pp 2100\u20132107"},{"key":"853_CR6","unstructured":"Cui H, Mittal V, Datar M (2006) Comparative experiments on sentiment classification for online product reviews. In: Proceedings of the twenty-first national conference on artificial intelligence(AAAI). Boston"},{"issue":"10","key":"853_CR7","doi-asserted-by":"crossref","first-page":"1407","DOI":"10.1287\/mnsc.49.10.1407.17308","volume":"49","author":"C Dellarocas","year":"2003","unstructured":"Dellarocas C (2003) The digitization of word of mouth: Promise and challenges of online feedback mechanisms. Manage Sci 49(10):1407\u20131424","journal-title":"Manage Sci"},{"key":"853_CR8","doi-asserted-by":"crossref","unstructured":"Heeswijk M, Miche Y, Lindh-Knuutila T, Hilbers P, Oja THE, Lendasse A (2009) Adaptive ensemble models of extreme learning machine for time series prediction. In: International conference on artificial neural networks (ICANN2009), vol. 5769, pp. 305\u2013314","DOI":"10.1007\/978-3-642-04277-5_31"},{"issue":"3","key":"853_CR9","doi-asserted-by":"crossref","first-page":"187","DOI":"10.1109\/TCSII.2005.857540","volume":"53","author":"GB Huang","year":"2006","unstructured":"Huang GB, Zhu QY, Mao KZ, Siew CK, Saratchandran P, Sundararajan N (2006) Can threshold networks be trained directly?. IEEE Trans Circuits Syst II 53(3):187\u2013191","journal-title":"IEEE Trans Circuits Syst II"},{"key":"853_CR10","doi-asserted-by":"crossref","unstructured":"Huang GB, Zhu QY, Siew CK. Extreme learning machine: Theory and applications. Neurocomputing 70","DOI":"10.1016\/j.neucom.2005.12.126"},{"key":"853_CR11","doi-asserted-by":"crossref","unstructured":"Huang GB, Zhu QY, Siew CK (2004) Extreme learning machine: A new learning scheme of feedforward neural networks. In: Proceedings of international joint conference on neural networks (IJCNN2004), vol 2, pp 985\u2013990. Budapest, Hungary (25\u201329 July, 2004)","DOI":"10.1109\/IJCNN.2004.1380068"},{"key":"853_CR12","doi-asserted-by":"crossref","unstructured":"Jackowski K, Wozniak M (2010) Method of classifier selection using the genetic approach. Expert Syst 27(2)","DOI":"10.1111\/j.1468-0394.2010.00513.x"},{"key":"853_CR13","doi-asserted-by":"crossref","unstructured":"Joachims T, Nedellec C, Rouveirol C (1998) Text categorization with support vector machines: learning with many relevant. In: Proceedings of the European conference on machine learning, vol 1398. Dortmund, Germany, pp 137\u2013142","DOI":"10.1007\/BFb0026683"},{"issue":"1","key":"853_CR14","doi-asserted-by":"crossref","first-page":"43","DOI":"10.1016\/j.artmed.2009.03.002","volume":"47","author":"V Khatibi","year":"2009","unstructured":"Khatibi V, Montazer GA (2009) Intuitionistic fuzzy set vs fuzzy set application in medical pattern recognition. Artif Intell Med 47(1):43\u201352","journal-title":"Artif Intell Med"},{"issue":"3","key":"853_CR15","doi-asserted-by":"crossref","first-page":"401","DOI":"10.1016\/S0165-0114(99)00161-X","volume":"122","author":"L Kuncheva","year":"2001","unstructured":"Kuncheva L (2001) Using measures of similarity and inclusion for multiple classifier fusion by decision templates. Fuzzy Set Syst 122(3):401\u2013407","journal-title":"Fuzzy Set Syst"},{"issue":"2","key":"853_CR16","doi-asserted-by":"crossref","first-page":"299","DOI":"10.1016\/S0031-3203(99)00223-X","volume":"34","author":"L Kuncheva","year":"2001","unstructured":"Kuncheva L, Bezdek J, Duin R (2001) Decision templates for multiple classifier fusion: an experimental comparison. Pattern Recogn 34(2):299\u2013314","journal-title":"Pattern Recogn"},{"key":"853_CR17","doi-asserted-by":"crossref","first-page":"3391","DOI":"10.1016\/j.neucom.2009.02.013","volume":"72","author":"Y Lan","year":"2009","unstructured":"Lan Y, Soh Y, Huang G (2009) Ensemble of online sequential extreme learning machine. Neurocomputing 72:3391\u20133395","journal-title":"Neurocomputing"},{"key":"853_CR18","doi-asserted-by":"crossref","first-page":"4","DOI":"10.1007\/BFb0026666","volume":"1398","author":"D Lewis","year":"1998","unstructured":"Lewis D (1998) Naive (bayes) at forty: the independence assumption in information retrieval. Lect Note Comput Sci 1398:4\u201318","journal-title":"Lect Note Comput Sci"},{"issue":"6","key":"853_CR19","doi-asserted-by":"crossref","first-page":"1411","DOI":"10.1109\/TNN.2006.880583","volume":"17","author":"N Liang","year":"2006","unstructured":"Liang N, Huang G, Saratchandran P, Sundararajan N (2006) A fast and accurate online sequential learning algorithm for feedforward networks. IEEE Trans Neural Netw 17(6):1411\u20131423","journal-title":"IEEE Trans Neural Netw"},{"issue":"1","key":"853_CR20","doi-asserted-by":"crossref","first-page":"220","DOI":"10.1016\/j.ejor.2006.04.009","volume":"179","author":"HW Liu","year":"2007","unstructured":"Liu HW, Wang GJ (2007) Multi-criteria decision-making methods based on intuitionistic fuzzy sets. Eur J Oper Res 179(1):220\u2013233","journal-title":"Eur J Oper Res"},{"issue":"8","key":"853_CR21","doi-asserted-by":"crossref","first-page":"754","DOI":"10.1109\/LSP.2010.2053356","volume":"17","author":"N Liu","year":"2010","unstructured":"Liu N, Wang H (2010) Ensemble based extreme learning machine. IEEE Signal Process Lett 17(8):754\u2013757","journal-title":"IEEE Signal Process Lett"},{"issue":"5","key":"853_CR22","doi-asserted-by":"crossref","first-page":"916","DOI":"10.1109\/21.179832","volume":"22","author":"K Ng","year":"1992","unstructured":"Ng K, Abramson B (1992) Consensus diagnosis: An simulation study. IEEE Trans Syst Man Cybern B Cybern 22(5):916\u2013928","journal-title":"IEEE Trans Syst Man Cybern B Cybern"},{"key":"853_CR23","doi-asserted-by":"crossref","unstructured":"Rong H, Huang GB, Ong Y (2008) Extreme learning machine for multi-categories classification applications. In: 2008 international joint conference on neural networks (IJCNN2008), Hong Kong, pp 1709\u20131713","DOI":"10.1109\/IJCNN.2008.4634028"},{"key":"853_CR24","doi-asserted-by":"crossref","first-page":"359","DOI":"10.1016\/j.neucom.2008.01.005","volume":"72","author":"H Rong","year":"2008","unstructured":"Rong H, Ong Y, Tan A, Zhu Z (2008) A fast pruned-extreme learning machine for classification problem. Neurocomputing 72:359\u2013366","journal-title":"Neurocomputing"},{"issue":"4","key":"853_CR25","doi-asserted-by":"crossref","first-page":"1067","DOI":"10.1109\/TSMCB.2008.2010506","volume":"39","author":"HJ Rong","year":"2009","unstructured":"Rong HJ, Huang GB, Sundararajan N, Saratchandran P (2009) Online sequential fuzzy extreme learning machine for function approximation and classification problems. IEEE Trans Syst Man Cybern B Cybern 39(4):1067\u20131072","journal-title":"IEEE Trans Syst Man Cybern B Cybern"},{"issue":"5","key":"853_CR26","doi-asserted-by":"crossref","first-page":"1321","DOI":"10.1109\/TSMCB.2007.901375","volume":"37","author":"Z Sun","year":"2007","unstructured":"Sun Z, Au K, Choi T (2007) A neuro-fuzzy inference system through integration of fuzzy logic and extreme learning machines. IEEE Trans Syst Man Cybern B Cybern 37(5):1321\u20131331","journal-title":"IEEE Trans Syst Man Cybern B Cybern"},{"issue":"1","key":"853_CR27","doi-asserted-by":"crossref","first-page":"411","DOI":"10.1016\/j.dss.2008.07.009","volume":"46","author":"Z Sun","year":"2008","unstructured":"Sun Z, Choi T, Au K, Yu Y (2008) Sales forecasting using extreme learning machine with applications in fashion retailing. Decis Support Syst 46(1):411\u2013419","journal-title":"Decis Support Syst"},{"issue":"4","key":"853_CR28","doi-asserted-by":"crossref","first-page":"2622","DOI":"10.1016\/j.eswa.2007.05.028","volume":"34","author":"S Tan","year":"2008","unstructured":"Tan S, Zhang J (2008) An empirical study of sentiment analysis for chinese documents. Expert Syst Appl 34(4):2622\u20132629","journal-title":"Expert Syst Appl"},{"key":"853_CR29","unstructured":"Tan SB (2010) Chinese sentiment corpuses. In: http:\/\/www.searchforum.org.cn\/tansongbo\/corpus-senti.htm"},{"issue":"7","key":"853_CR30","doi-asserted-by":"crossref","first-page":"8696","DOI":"10.1016\/j.eswa.2011.01.077","volume":"38","author":"S Wang","year":"2011","unstructured":"Wang S, Li D, Song X, Wei Y, Li H (2011) A feature selection method based on improved fisher\u2019s discriminant ratio for text sentiment classification. Expert Syst Appl 38(7):8696\u20138702","journal-title":"Expert Syst Appl"},{"issue":"6","key":"853_CR31","doi-asserted-by":"crossref","first-page":"1138","DOI":"10.1016\/j.ins.2010.11.023","volume":"181","author":"R Xia","year":"2011","unstructured":"Xia R, Zong C, Li S (2011) Ensemble of feature sets and classification algorithms for sentiment classification. Inf Sci 181(6):1138\u20131152","journal-title":"Inf Sci"},{"issue":"6","key":"853_CR32","doi-asserted-by":"crossref","first-page":"1179","DOI":"10.1109\/TFUZZ.2006.890678","volume":"15","author":"Z Xu","year":"2007","unstructured":"Xu Z (2007) Intuitionistic fuzzy aggregation operators. IEEE Trans Fuzzy Syst 15(6):1179\u20131187","journal-title":"IEEE Trans Fuzzy Syst"},{"issue":"9","key":"853_CR33","first-page":"953","volume":"18","author":"Z Xu","year":"2003","unstructured":"Xu Z, Da Q (2003) An overview of operators for aggregating information. Int J Gen Syst 18(9):953\u2013969","journal-title":"Int J Gen Syst"},{"issue":"1","key":"853_CR34","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1016\/0377-2217(96)00300-1","volume":"95","author":"J Yang","year":"1996","unstructured":"Yang J, Sen P (1996) Preference modelling by estimating local utility functions fro multiobjective optimisation. Eur J Oper Res 95(1):115\u2013138","journal-title":"Eur J Oper Res"},{"key":"853_CR35","unstructured":"Ye Q, Lin B, Li Y (2005) Sentiment classification for chinese reviews: A comparison between svm and semantic approaches. In: Proceedings of the fourth international conference on machine learning and cybernetics (ICMLC2005), vol. 4"},{"issue":"3","key":"853_CR36","doi-asserted-by":"crossref","first-page":"6527","DOI":"10.1016\/j.eswa.2008.07.035","volume":"36","author":"Q Ye","year":"2009","unstructured":"Ye Q, Zhang Z, Law R (2009) Sentiment classification of online reviews to travel destinations by supervised machine learning approaches. Expert Syst Appl 36(3):6527\u20136535","journal-title":"Expert Syst Appl"},{"issue":"6","key":"853_CR37","doi-asserted-by":"crossref","first-page":"7674","DOI":"10.1016\/j.eswa.2010.12.147","volume":"38","author":"Z Zhang","year":"2011","unstructured":"Zhang Z, Ye Q, Zhang Z, Li Y (2011) Sentiment classification of internet restaurant reviews written in cantonese. Expert Syst Appl 38(6):7674\u20137682","journal-title":"Expert Syst Appl"},{"key":"853_CR38","doi-asserted-by":"crossref","first-page":"239","DOI":"10.1016\/S0004-3702(02)00190-X","volume":"137","author":"Z Zhou","year":"2002","unstructured":"Zhou Z, Wu J, Tang W (2002) Ensembling neural networks: Many could be better than all. Artif Intell 137:239\u2013263","journal-title":"Artif Intell"},{"issue":"10","key":"853_CR39","doi-asserted-by":"crossref","first-page":"1759","DOI":"10.1016\/j.patcog.2005.03.028","volume":"38","author":"Q Zhu","year":"2005","unstructured":"Zhu Q, Qin A, Suganthan P, Huang G (2005) Evolutionary extreme learning machine. Pattern Recogn 38(10):1759\u20131763","journal-title":"Pattern Recogn"},{"key":"853_CR40","unstructured":"Zhu QY, Huang GB (2004) Source codes of ELM algorithm. In: http:\/\/www.ntu.edu.sg\/home\/egbhuang\/ . School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore"},{"key":"853_CR41","doi-asserted-by":"crossref","unstructured":"Zhai ZW, H, Xu PJ (2010) An empirical study of unsupervised sentiment classification of chinese reviews. Tsinghua Sci Technol 15(6): 702\u2013708","DOI":"10.1016\/S1007-0214(10)70118-8"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-012-0853-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00521-012-0853-1\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-012-0853-1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,19]],"date-time":"2025-03-19T21:34:21Z","timestamp":1742420061000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00521-012-0853-1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,2,5]]},"references-count":41,"journal-issue":{"issue":"3-4","published-print":{"date-parts":[[2013,3]]}},"alternative-id":["853"],"URL":"https:\/\/doi.org\/10.1007\/s00521-012-0853-1","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"type":"print","value":"0941-0643"},{"type":"electronic","value":"1433-3058"}],"subject":[],"published":{"date-parts":[[2012,2,5]]}}}