{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,17]],"date-time":"2025-10-17T13:48:02Z","timestamp":1760708882409,"version":"3.41.0"},"publisher-location":"Cham","reference-count":27,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319218182"},{"type":"electronic","value":"9783319218199"}],"license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2015]]},"DOI":"10.1007\/978-3-319-21819-9_8","type":"book-chapter","created":{"date-parts":[[2015,8,3]],"date-time":"2015-08-03T11:16:31Z","timestamp":1438600591000},"page":"121-131","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Regularized Linear and Nonlinear Autoregressive Models for Dengue Confirmed-Cases Prediction"],"prefix":"10.1007","author":[{"given":"Larissa Braz","family":"Sousa","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Claudio J.","family":"Von Zuben","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fernando J.","family":"Von Zuben","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,8,4]]},"reference":[{"issue":"1","key":"8_CR1","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1214\/aos\/1176346390","volume":"12","author":"TW Anderson","year":"1984","unstructured":"Anderson, T.W.: Estimating linear statistical relationships. Ann. Stat. 12(1), 1\u201345 (1984)","journal-title":"Ann. Stat."},{"key":"8_CR2","doi-asserted-by":"publisher","first-page":"141","DOI":"10.1162\/neco.1992.4.2.141","volume":"4","author":"R Battiti","year":"1992","unstructured":"Battiti, R.: First and Second-order methods for learning: between steepest descent and Newton\u2019s method. Neural Comput. 4, 141\u2013166 (1992)","journal-title":"Neural Comput."},{"key":"8_CR3","doi-asserted-by":"crossref","DOI":"10.1093\/oso\/9780198538493.001.0001","volume-title":"Neural Networks for Pattern Recognition","author":"CM Bishop","year":"1995","unstructured":"Bishop, C.M.: Neural Networks for Pattern Recognition. Clarendon Press, New York (1995)"},{"key":"8_CR4","unstructured":"Minist\u00e9rio da Sa\u00fade.: Monitoramento dos casos de dengue e febre de chikungunya at\u00e9 a Semana Epidemiol\u00f3gica (SE) 53 de 2014. Bol. Epidemiol\u00f3gico 46, 3 (2015)"},{"key":"8_CR5","volume-title":"Time Series Analysis, Forecasting and Control","author":"GEP Box","year":"1976","unstructured":"Box, G.E.P., Jenkins, G.M.: Time Series Analysis, Forecasting and Control. Holden Day, San Francisco (1976)"},{"key":"8_CR6","volume-title":"Intelligent Data Analysis: An Introduction","author":"E Bradley","year":"2003","unstructured":"Bradley, E.: Time-series analysis. In: Berthold, M., Hand, D. (eds.) Intelligent Data Analysis: An Introduction, 2nd edn. Springer, Heidelberg (2003)","edition":"2"},{"key":"8_CR7","doi-asserted-by":"publisher","first-page":"961","DOI":"10.1016\/S0893-6080(05)80092-9","volume":"5","author":"K Chakraborty","year":"1992","unstructured":"Chakraborty, K., Mehrotra, K., Mohan, C.K., Ranka, S.: Forecasting the behavior of multivariate time series using neural networks. Neural Netw. 5, 961\u2013970 (1992)","journal-title":"Neural Netw."},{"key":"8_CR8","doi-asserted-by":"publisher","DOI":"10.1002\/9780470140529","volume-title":"Learning from Data: Concepts, Theory, and Methods","author":"V Cherkassky","year":"2007","unstructured":"Cherkassky, V., Mulier, F.: Learning from Data: Concepts, Theory, and Methods, 2nd edn. Wiley IEEE Press, New York (2007)","edition":"2"},{"key":"8_CR9","unstructured":"Crompton, D.W.T., Peters, P. (eds.): World Health Organization. Working to overcome the Global Impact of Neglected Tropical Diseases, First WHO Report on Neglected Tropical Diseases, Switzerland, 172 p. (2010)"},{"key":"8_CR10","unstructured":"Forattini, O.P.: Culicidologia M\u00e9dica, vol. 1, 864 p. EDUSP, S\u00e3o Paulo (2002)"},{"issue":"2","key":"8_CR11","doi-asserted-by":"publisher","first-page":"219","DOI":"10.1162\/neco.1995.7.2.219","volume":"7","author":"F Girosi","year":"1995","unstructured":"Girosi, F., Jones, M., Poggio, T.: Regularization theory and neural network architectures. Neural Comput. 7(2), 219\u2013269 (1995)","journal-title":"Neural Comput."},{"key":"8_CR12","volume-title":"Neural Networks and Learning Machines","author":"S Haykin","year":"2008","unstructured":"Haykin, S.: Neural Networks and Learning Machines, 3rd edn. Prentice-Hall, Upper Saddle River (2008)","edition":"3"},{"key":"8_CR13","doi-asserted-by":"publisher","first-page":"441","DOI":"10.1023\/A:1010717502442","volume":"48","author":"MJ Hopp","year":"2001","unstructured":"Hopp, M.J., Foley, J.A.: Global-scale relationships between climate and the dengue fever vector Aedes aegypti. Clim. Change 48, 441\u2013463 (2001)","journal-title":"Clim. Change"},{"issue":"5","key":"8_CR14","doi-asserted-by":"publisher","first-page":"359","DOI":"10.1016\/0893-6080(89)90020-8","volume":"2","author":"K Hornik","year":"1989","unstructured":"Hornik, K., Stinchcombe, M., White, H.: Multilayer feedforward networks are universal approximators. Neural Netw. 2(5), 359\u2013366 (1989)","journal-title":"Neural Netw."},{"key":"8_CR15","doi-asserted-by":"publisher","first-page":"107","DOI":"10.1007\/s13042-011-0019-y","volume":"2","author":"GB Huang","year":"2011","unstructured":"Huang, G.B., Wang, D.H., Lan, Y.: Extreme learning machines: a survey. Int. J. Mach. Learn. Cybernet. 2, 107\u2013122 (2011)","journal-title":"Int. J. Mach. Learn. Cybernet."},{"key":"8_CR16","doi-asserted-by":"crossref","unstructured":"Kulaif, A.C.P., Von Zuben, F.J.: Improved regularization in extreme learning machines. In: 11th Brazilian Congress on Computational Intelligence, pp 1\u20136 (2013)","DOI":"10.21528\/CBIC2013-139"},{"key":"8_CR17","volume-title":"Introduction to Linear and Nonlinear Programming","author":"DG Luenberger","year":"1973","unstructured":"Luenberger, D.G.: Introduction to Linear and Nonlinear Programming. Addison-Wesley, Reading (1973)"},{"key":"8_CR18","doi-asserted-by":"publisher","first-page":"425","DOI":"10.1007\/s10096-004-1145-1","volume":"23","author":"ATA Mairuhu","year":"2004","unstructured":"Mairuhu, A.T.A., Wangenaar, J., Brandjes, D.M.P., Gorp, E.C.M.: Dengue: an arthropod-borne disease of global importance. Eur. J. Clin. Microbiol. Infect. Dis. 23, 425\u2013433 (2004)","journal-title":"Eur. J. Clin. Microbiol. Infect. Dis."},{"key":"8_CR19","unstructured":"Minist\u00e9rio da Sa\u00fade 1996. Plano Diretor de Erradica\u00e7\u00e3o do Aedes aegypti no Brasil, Bras\u00edlia, pp. 78\u201379 (1996)"},{"key":"8_CR20","first-page":"847","volume-title":"Advances in Neural Information Processing Systems","author":"JE Moody","year":"1992","unstructured":"Moody, J.E.: The effective number of parameters:an analysis of generalization and regularization in nonlinear learning systems. In: Moody, J.E., Hanson, S.J., Lippmann, R.P. (eds.) Advances in Neural Information Processing Systems, vol. 4, pp. 847\u2013854. Morgan Kaufmann, San Mateo (1992)"},{"issue":"4","key":"8_CR21","doi-asserted-by":"publisher","first-page":"761","DOI":"10.1016\/S0893-6080(98)00010-0","volume":"11","author":"L Prechelt","year":"1998","unstructured":"Prechelt, L.: Automatic early stopping using cross validation: quantifying the criteria. Neural Netw. 11(4), 761\u2013767 (1998)","journal-title":"Neural Netw."},{"issue":"1","key":"8_CR22","doi-asserted-by":"publisher","first-page":"59","DOI":"10.2307\/2685263","volume":"42","author":"JL Rodgers","year":"1988","unstructured":"Rodgers, J.L., Nicewander, W.A.: Thirteen ways to look at the correlation coefficient. Am. Stat. 42(1), 59\u201366 (1988)","journal-title":"Am. Stat."},{"key":"8_CR23","first-page":"5","volume":"8","author":"MG Teixeira","year":"1999","unstructured":"Teixeira, M.G.: Epidemiologia e medidas de preven\u00e7\u00e3o do dengue. Informe Epidemiol\u00f3gico do SUS-IESUS 8, 5\u20138 (1999)","journal-title":"Informe Epidemiol\u00f3gico do SUS-IESUS"},{"issue":"1","key":"8_CR24","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1111\/j.2517-6161.1996.tb02080.x","volume":"58","author":"R Tibshirani","year":"1996","unstructured":"Tibshirani, R.: Regression shrinkage and selection via the lasso. J. R. Stat. Soc. B 58(1), 267\u2013288 (1996)","journal-title":"J. R. Stat. Soc. B"},{"issue":"1","key":"8_CR25","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/0893-6080(94)90052-3","volume":"7","author":"P van der Smagt","year":"1994","unstructured":"van der Smagt, P.: Minimization methods for training feedforward neural networks. Neural Netw. 7(1), 1\u201311 (1994)","journal-title":"Neural Netw."},{"key":"8_CR26","volume-title":"Time Series Prediction: Forecasting the Future and Understanding the Past","author":"AS Weigend","year":"1993","unstructured":"Weigend, A.S., Gershenfeld, N.A.: Time Series Prediction: Forecasting the Future and Understanding the Past. Perseus Press, New York (1993)"},{"issue":"5\u20136","key":"8_CR27","first-page":"823","volume":"60","author":"L Wentian","year":"1990","unstructured":"Wentian, L.: Mutual information functions versus correlation functions. J. Stat. Phys. 60(5\u20136), 823\u2013837 (1990)","journal-title":"J. Stat. Phys."}],"container-title":["Lecture Notes in Computer Science","Unconventional Computation and Natural Computation"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-21819-9_8","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,29]],"date-time":"2025-05-29T21:15:07Z","timestamp":1748553307000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-21819-9_8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"ISBN":["9783319218182","9783319218199"],"references-count":27,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-21819-9_8","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2015]]},"assertion":[{"value":"4 August 2015","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}