{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,6,19]],"date-time":"2024-06-19T07:15:14Z","timestamp":1718781314321},"reference-count":32,"publisher":"Springer Science and Business Media LLC","issue":"7","license":[{"start":{"date-parts":[[2010,6,17]],"date-time":"2010-06-17T00:00:00Z","timestamp":1276732800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Neural Comput &amp; Applic"],"published-print":{"date-parts":[[2011,10]]},"DOI":"10.1007\/s00521-010-0393-5","type":"journal-article","created":{"date-parts":[[2010,6,16]],"date-time":"2010-06-16T16:11:09Z","timestamp":1276704669000},"page":"945-954","source":"Crossref","is-referenced-by-count":3,"title":["Exchange rate prediction with non-numerical information"],"prefix":"10.1007","volume":"20","author":[{"given":"Zhi-Bin","family":"Wang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hong-Wei","family":"Hao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xu-Cheng","family":"Yin","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qian","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kaizhu","family":"Huang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2010,6,17]]},"reference":[{"issue":"1","key":"393_CR1","doi-asserted-by":"crossref","first-page":"145","DOI":"10.1142\/S0219622004000969","volume":"3","author":"W Huang","year":"2004","unstructured":"Huang W, Lai KK, Nakamori Y, Wang SY (2004) Forecasting foreign exchange rates with artificial neural networks: a review. Int J Inf Technol Decis Mak 3(1):145\u2013165","journal-title":"Int J Inf Technol Decis Mak"},{"key":"393_CR2","doi-asserted-by":"crossref","first-page":"1093","DOI":"10.1016\/S0305-0548(99)00144-6","volume":"27","author":"MT Leung","year":"2000","unstructured":"Leung MT, Chen AS, Daouk H (2000) Forecasting exchange rates using general regression neural networks. Comput Oper Res 27:1093\u20131109","journal-title":"Comput Oper Res"},{"key":"393_CR3","unstructured":"Reddy MK, Kumar BN (2008) Forecasting foreign exchange rates using time delay neural networks. In: The 2008 international conference on data mining, Las Vegas, pp 181\u2013194"},{"issue":"1","key":"393_CR4","doi-asserted-by":"crossref","first-page":"56","DOI":"10.1007\/s00521-003-0391-y","volume":"13","author":"A Sfetsos","year":"2004","unstructured":"Sfetsos A, Siriopoulos C (2004) Combinatorial time series forecasting based on clustering algorithms and neural networks. Neural Comput Appl 13(1):56\u201364","journal-title":"Neural Comput Appl"},{"issue":"1","key":"393_CR5","doi-asserted-by":"crossref","first-page":"46","DOI":"10.1007\/BF01411374","volume":"1","author":"AN Refenes","year":"1993","unstructured":"Refenes AN, Azema-Barac M, Chen L, Karoussos SA (1993) Currency exchange rate prediction and neural network design strategies. Neural Comput Appl 1(1):46\u201358","journal-title":"Neural Comput Appl"},{"key":"393_CR6","unstructured":"Yao JT, Poh HL, Jasic T (1996) Foreign exchange rates forecasting with neural networks. In: The international conference on neural information processing, Hang Kong, pp 754\u2013759"},{"issue":"6","key":"393_CR7","doi-asserted-by":"crossref","first-page":"567","DOI":"10.1080\/088395196118434","volume":"10","author":"P Tenti","year":"1996","unstructured":"Tenti P (1996) Forecasting foreign exchange rates using recurrent neural networks. Appl Artif Intell 10(6):567\u2013581","journal-title":"Appl Artif Intell"},{"key":"393_CR8","first-page":"245","volume-title":"A neural network procedure for selecting predictive indicators in currency trading. Neural networks in the capital markets","author":"W Hsu","year":"1995","unstructured":"Hsu W, Hsu LS, Tenorio MF (1995) A neural network procedure for selecting predictive indicators in currency trading. Neural networks in the capital markets. Wiley, New York, pp 245\u2013257"},{"issue":"1","key":"393_CR9","first-page":"62","volume":"8","author":"MR El Shazly","year":"1999","unstructured":"El Shazly MR, El Shazly HE (1999) Forecasting currency prices using a genetically evolved neural network architecture. Int Rev Finan Anal 8(1):62\u201382","journal-title":"Int Rev Finan Anal"},{"key":"393_CR10","unstructured":"Yu LA, Wang SY, Lai KK (2005) Adaptive smoothing neural networks in foreign exchange rate forecasting. In: Lecture notes in Computer Science, Atlanta, pp 523\u201330"},{"key":"393_CR11","doi-asserted-by":"crossref","first-page":"1054","DOI":"10.1016\/j.dss.2005.09.001","volume":"42","author":"I Huseyin","year":"2006","unstructured":"Huseyin I, Theodore BT (2006) A hybrid model for exchange rate prediction. Decision Support Systems 42:1054\u20131062","journal-title":"Decision Support Systems"},{"key":"393_CR12","doi-asserted-by":"crossref","first-page":"12001","DOI":"10.1016\/j.eswa.2009.03.057","volume":"36","author":"A Leonidas","year":"2009","unstructured":"Leonidas A, Neil M (2009) Exchange rate forecasting using a combined parametric and nonparametric self-organising modelling approach. Expert Syst Appl 36:12001\u201312011","journal-title":"Expert Syst Appl"},{"key":"393_CR13","doi-asserted-by":"crossref","unstructured":"Kamruzzaman J, Sarker RA, Ahmad I (2003) SVM based models for predicting foreign currency exchange rates. In: Third international conference on data mining, Melbourne, pp 557\u2013560","DOI":"10.1109\/ICDM.2003.1250976"},{"key":"393_CR14","unstructured":"Cao DZ, Pang SL, Bai YH (2005) Forecasting exchange rate using support vector machines. In: The fourth international conference on machine learning and cybernetics, Guangzhou, pp 3448\u20133452"},{"key":"393_CR15","first-page":"21","volume":"4","author":"SY Wang","year":"2007","unstructured":"Wang SY, Yu LA, Lai KK (2007) TEI@I methodology and its application to exchange rates prediction. Chin J Manag 4:21\u201327","journal-title":"Chin J Manag"},{"key":"393_CR16","doi-asserted-by":"crossref","first-page":"321","DOI":"10.1016\/S0925-2312(02)00577-5","volume":"51","author":"L Cao","year":"2003","unstructured":"Cao L (2003) Support vector machines experts for time series forecasting. Neurocomputing 51:321\u2013329","journal-title":"Neurocomputing"},{"issue":"6","key":"393_CR17","doi-asserted-by":"crossref","first-page":"1506","DOI":"10.1109\/TNN.2003.820556","volume":"14","author":"L Cao","year":"2003","unstructured":"Cao L, Tay F (2003) Support vector machine with adaptive parameters in financial time series forecasting. IEEE Trans Neural Netw 14(6):1506\u20131518","journal-title":"IEEE Trans Neural Netw"},{"key":"393_CR18","unstructured":"Huang K, Yang H, King I, Lyu MR (2006) Local support vector regression for time series prediction. In: 2006 international joint conference on neural network, Vancouver, pp 1622\u20131627"},{"key":"393_CR19","doi-asserted-by":"crossref","first-page":"2659","DOI":"10.1016\/j.neucom.2008.09.014","volume":"72","author":"K Huang","year":"2009","unstructured":"Huang K, Yang H, King I, Lyu MR (2009) Localized support vector regression for time series prediction. Neurocomputing 72:2659\u20132669","journal-title":"Neurocomputing"},{"key":"393_CR20","unstructured":"Xu YT, Wang LS (2006) Fuzzy comprehensive evaluation model based on rough set theory. In: 5th international conference on cognitive informatics, Beijing, pp 877\u2013880"},{"issue":"17","key":"393_CR21","doi-asserted-by":"crossref","first-page":"3359","DOI":"10.1016\/j.enpol.2005.06.021","volume":"34","author":"ZH Liang","year":"2006","unstructured":"Liang ZH, Yang K, Sun YW, Yuan JH, Zhang HW, Zhang ZZ (2006) Decision support for choice optimal power generation projects: fuzzy comprehensive evaluation model based on the electricity market. Energy Policy 34(17):3359\u20133364","journal-title":"Energy Policy"},{"key":"393_CR22","doi-asserted-by":"crossref","unstructured":"Liao Q, Gu HM, Hao ZF, Tang ZH (2005) Fuzzy comprehensive evaluation of e-commerce and process improvement. In: International workshop on internet and network economics, Hang Kong, pp 366\u2013374","DOI":"10.1007\/11600930_36"},{"issue":"7","key":"393_CR23","doi-asserted-by":"crossref","first-page":"1293","DOI":"10.1109\/TPAMI.2008.30","volume":"30","author":"G Fumera","year":"2008","unstructured":"Fumera G, Roli F, Serrau A (2008) A theoretical analysis of bagging as a linear combination of classifiers. IEEE Trans Pattern Anal Mach Intell 30(7):1293\u20131299","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"393_CR24","doi-asserted-by":"crossref","first-page":"239","DOI":"10.1016\/S0004-3702(02)00190-X","volume":"137","author":"ZH Zhou","year":"2002","unstructured":"Zhou ZH, Wu JX, Tang W (2002) Ensembling neural networks: many could be better than all. Artif Intell 137:239\u2013263","journal-title":"Artif Intell"},{"issue":"2","key":"393_CR25","doi-asserted-by":"crossref","first-page":"181","DOI":"10.1023\/A:1022859003006","volume":"51","author":"LI Kuncheva","year":"2003","unstructured":"Kuncheva LI, Whitaker CJ (2003) Measures of diversity in classifier ensembles and Their Relationship with the Ensemble Accuracy. Mach Learn 51(2):181\u2013207","journal-title":"Mach Learn"},{"issue":"14","key":"393_CR26","doi-asserted-by":"crossref","first-page":"2195","DOI":"10.1016\/j.patrec.2005.03.029","volume":"26","author":"X-C Yin","year":"2005","unstructured":"Yin X-C, Liu CP, Han Z (2005) Feature combination using boosting. Pattern Recogn Lett 26(14):2195\u20132205","journal-title":"Pattern Recogn Lett"},{"key":"393_CR27","first-page":"2115","volume":"10","author":"C Rieger","year":"2009","unstructured":"Rieger C, Zwicknagl B (2009) Deterministic error analysis of support vector regression and related regularized kernel methods. J Mach Learn Res 10:2115\u20132132","journal-title":"J Mach Learn Res"},{"issue":"7","key":"393_CR28","doi-asserted-by":"crossref","first-page":"813","DOI":"10.1007\/s00521-008-0202-6","volume":"18","author":"GZ Li","year":"2009","unstructured":"Li GZ, Meng HH, Yang MQ, Yang JY (2009) Combining support vector regression with feature selection for multivariate calibration. Neural Comput Appl 18(7):813\u2013820","journal-title":"Neural Comput Appl"},{"key":"393_CR29","unstructured":"Tumer K, Ghosh J (1999) Linear and order statistics combiners for pattern classification. In: Sharkey AJC (ed) Combining artificial neural networks. Springer, London, pp 127\u2013155"},{"key":"393_CR30","unstructured":"Mark D, Koby C, Fernando P (2008) Confidence-weighted linear classification. In: The 25th international conference on machine learning, Helsinki, pp 264\u2013271"},{"issue":"2","key":"393_CR31","doi-asserted-by":"crossref","first-page":"260","DOI":"10.1109\/TNN.2007.905855","volume":"19","author":"K Huang","year":"2008","unstructured":"Huang K, Yang H, King I, Lyu MR (2008) Maxi-min margin machine: learning large margin classifiers locally and globally. IEEE Trans Neural Netw 19(2):260\u2013272","journal-title":"IEEE Trans Neural Netw"},{"key":"393_CR32","first-page":"1253","volume":"5","author":"K Huang","year":"2004","unstructured":"Huang K, Yang H, King I, Lyu MR, Chan LW (2004) The minimum error minimax probability machine. J Mach Learn Res 5:1253\u20131286","journal-title":"J Mach Learn Res"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-010-0393-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00521-010-0393-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-010-0393-5","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,30]],"date-time":"2019-05-30T04:47:58Z","timestamp":1559191678000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00521-010-0393-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2010,6,17]]},"references-count":32,"journal-issue":{"issue":"7","published-print":{"date-parts":[[2011,10]]}},"alternative-id":["393"],"URL":"https:\/\/doi.org\/10.1007\/s00521-010-0393-5","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2010,6,17]]}}}