{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,27]],"date-time":"2026-03-27T16:59:14Z","timestamp":1774630754433,"version":"3.50.1"},"reference-count":40,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2020,2,12]],"date-time":"2020-02-12T00:00:00Z","timestamp":1581465600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,2,12]],"date-time":"2020-02-12T00:00:00Z","timestamp":1581465600000},"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":["Pattern Anal Applic"],"published-print":{"date-parts":[[2020,8]]},"DOI":"10.1007\/s10044-020-00872-x","type":"journal-article","created":{"date-parts":[[2020,2,12]],"date-time":"2020-02-12T07:02:26Z","timestamp":1581490946000},"page":"1059-1070","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":12,"title":["Analysing the intermeshed patterns of road transportation and macroeconomic indicators through neural and clustering techniques"],"prefix":"10.1007","volume":"23","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9228-4914","authenticated-orcid":false,"given":"Carlos","family":"Alonso de Armi\u00f1o","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9046-8306","authenticated-orcid":false,"given":"Miguel \u00c1ngel","family":"Manzanedo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2444-5384","authenticated-orcid":false,"given":"\u00c1lvaro","family":"Herrero","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2020,2,12]]},"reference":[{"key":"872_CR1","volume-title":"What determines demand for freight transport?","author":"E Bennathan","year":"1992","unstructured":"Bennathan E, Fraser J, Thompson LS (1992) What determines demand for freight transport?. World Bank Publications, Washington DC"},{"issue":"3","key":"872_CR2","doi-asserted-by":"publisher","first-page":"409","DOI":"10.1016\/s0377-2217(96)00298-6","volume":"97","author":"TG Crainic","year":"1997","unstructured":"Crainic TG, Laporte G (1997) Planning models for freight transportation. Eur J Oper Res 97(3):409\u2013438. https:\/\/doi.org\/10.1016\/s0377-2217(96)00298-6","journal-title":"Eur J Oper Res"},{"key":"872_CR3","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1007\/978-3-662-02551-2_3","volume-title":"Using input\u2013output to forecast freight transport demand","author":"P Costa","year":"1988","unstructured":"Costa P (1988) Using input\u2013output to forecast freight transport demand. Springer, Berlin, pp 79\u2013120. https:\/\/doi.org\/10.1007\/978-3-662-02551-2_3"},{"issue":"2","key":"872_CR4","doi-asserted-by":"publisher","first-page":"141","DOI":"10.1007\/bf00170033","volume":"23","author":"A McKinnon","year":"1996","unstructured":"McKinnon A, Woodburn A (1996) Logistical restructuring and road freight traffic growth. Transportation 23(2):141\u2013161. https:\/\/doi.org\/10.1007\/bf00170033","journal-title":"Transportation"},{"key":"872_CR5","doi-asserted-by":"publisher","unstructured":"Eurostat_Press_Office (2018) Energy, transport and environment indicators 2018 edition. https:\/\/doi.org\/10.2785\/326009","DOI":"10.2785\/326009"},{"key":"872_CR6","unstructured":"Ballingall J, Steel D, Briggs P (2003) Decoupling economic activity and transport growth: the state of play in New Zealand 2003. https:\/\/atrf.info\/papers\/2003\/2003_Ballingall_Steel_Briggs.pdf. Accessed 25 July 2019"},{"key":"872_CR7","doi-asserted-by":"publisher","first-page":"141","DOI":"10.1016\/j.tra.2015.09.013","volume":"82","author":"A Alises","year":"2015","unstructured":"Alises A, Vassallo JM (2015) Comparison of road freight transport trends in Europe. Coupling and decoupling factors from an input\u2013output structural decomposition analysis. Transp Res A Policy Pract 82:141\u2013157. https:\/\/doi.org\/10.1016\/j.tra.2015.09.013","journal-title":"Transp Res A Policy Pract"},{"issue":"3","key":"872_CR8","doi-asserted-by":"publisher","first-page":"271","DOI":"10.1504\/ijisd.2018.091518","volume":"12","author":"V Profillidis","year":"2018","unstructured":"Profillidis V, Botzoris G, Galanis A (2018) Decoupling of economic activity from transport-related energy consumption: an analysis for European Union member countries. Int J Innov Sustain Dev 12(3):271. https:\/\/doi.org\/10.1504\/ijisd.2018.091518","journal-title":"Int J Innov Sustain Dev"},{"issue":"2","key":"872_CR9","doi-asserted-by":"publisher","first-page":"187","DOI":"10.1504\/ijlsm.2017.083816","volume":"27","author":"D Murko","year":"2017","unstructured":"Murko D, \u0160tok ZM (2017) The impact of the transport policies on marketing charges in the rail transport comparisons between the European Union member states. Int J Logist Syst Manag 27(2):187\u2013207. https:\/\/doi.org\/10.1504\/ijlsm.2017.083816","journal-title":"Int J Logist Syst Manag"},{"key":"872_CR10","doi-asserted-by":"publisher","DOI":"10.1016\/j.trpro.2016.05.404","author":"A Alises","year":"2016","unstructured":"Alises A, Vassallo JM (2016) The impact of the structure of the economy on the evolution of road freight transport: a macro analysis from an input\u2013output approach. Transp Res Proc. https:\/\/doi.org\/10.1016\/j.trpro.2016.05.404","journal-title":"Transp Res Proc"},{"issue":"5","key":"872_CR11","doi-asserted-by":"publisher","first-page":"654","DOI":"10.1080\/01441647.2017.1406557","volume":"38","author":"H Yu","year":"2018","unstructured":"Yu H (2018) A review of input\u2013output models on multisectoral modelling of transportation\u2013economic linkages. Transp Rev 38(5):654\u2013677. https:\/\/doi.org\/10.1080\/01441647.2017.1406557","journal-title":"Transp Rev"},{"key":"872_CR12","volume-title":"Economic analysis framework for freight transportation based on Florida statewide multi-modal freight model. Final report","author":"Z-R Peng","year":"2018","unstructured":"Peng Z-R, Yu H (2018) Economic analysis framework for freight transportation based on Florida statewide multi-modal freight model. Final report. Florida Department of Transportation Research Center, University of Florida, Gainesville"},{"key":"872_CR13","doi-asserted-by":"publisher","first-page":"189","DOI":"10.1016\/j.jtrangeo.2012.02.003","volume":"24","author":"F Russo","year":"2012","unstructured":"Russo F, Musolino G (2012) A unifying modelling framework to simulate the spatial economic transport interaction process at urban and national scales. J Transp Geogr 24:189\u2013197. https:\/\/doi.org\/10.1016\/j.jtrangeo.2012.02.003","journal-title":"J Transp Geogr"},{"key":"872_CR14","doi-asserted-by":"publisher","first-page":"150","DOI":"10.1016\/j.tranpol.2013.01.005","volume":"27","author":"H Liimatainen","year":"2013","unstructured":"Liimatainen H, P\u00f6ll\u00e4nen M (2013) The impact of sectoral economic development on the energy efficiency and CO2 emissions of road freight transport. Transp Policy 27:150\u2013157. https:\/\/doi.org\/10.1016\/j.tranpol.2013.01.005","journal-title":"Transp Policy"},{"issue":"5","key":"872_CR15","doi-asserted-by":"publisher","first-page":"1189","DOI":"10.1111\/jiec.12651","volume":"22","author":"JY Courtonne","year":"2018","unstructured":"Courtonne JY, Longaretti PY, Dupr\u00e9 D (2018) Uncertainties of domestic road freight statistics: insights for regional material flow studies. J Ind Ecol 22(5):1189\u20131201. https:\/\/doi.org\/10.1111\/jiec.12651","journal-title":"J Ind Ecol"},{"issue":"1","key":"872_CR16","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1080\/01969722.2019.1560961","volume":"50","author":"\u00c1 Herrero","year":"2019","unstructured":"Herrero \u00c1, Jim\u00e9nez A (2019) Improving the management of industrial and environmental enterprises by means of soft computing. Cybern Syst 50(1):1\u20132. https:\/\/doi.org\/10.1080\/01969722.2019.1560961","journal-title":"Cybern Syst"},{"issue":"11","key":"872_CR17","doi-asserted-by":"publisher","first-page":"4271","DOI":"10.1007\/s00500-016-2293-9","volume":"20","author":"\u00c1 Herrero","year":"2016","unstructured":"Herrero \u00c1 et al (2016) A hybrid proposal for cross-sectoral analysis of knowledge management. Soft Comput 20(11):4271\u20134285. https:\/\/doi.org\/10.1007\/s00500-016-2293-9","journal-title":"Soft Comput"},{"issue":"3","key":"872_CR18","doi-asserted-by":"publisher","first-page":"170","DOI":"10.1504\/ijbic.2015.069556","volume":"7","author":"L S\u00e1iz-B\u00e1rcena","year":"2015","unstructured":"S\u00e1iz-B\u00e1rcena L et al (2015) Easing knowledge management in the power sector by means of a neuro-genetic system. Int J Bio-Inspired Comput 7(3):170\u2013175. https:\/\/doi.org\/10.1504\/ijbic.2015.069556","journal-title":"Int J Bio-Inspired Comput"},{"key":"872_CR19","doi-asserted-by":"publisher","first-page":"6271017","DOI":"10.1155\/2019\/6271017","volume":"2019","author":"\u00c1 Herrero","year":"2019","unstructured":"Herrero \u00c1, Jim\u00e9nez A, Bayraktar S (2019) Hybrid unsupervised exploratory plots: a case study of analysing foreign direct investment. Complexity 2019:6271017","journal-title":"Complexity"},{"key":"872_CR20","series-title":"Studies in Computational Intelligence 334","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-18299-0","volume-title":"The MOVICAB-IDS system","author":"\u00c1 Herrero","year":"2011","unstructured":"Herrero \u00c1, Corchado E (2011) Mobile hybrid intrusion detection. In: The MOVICAB-IDS system. Studies in Computational Intelligence 334, 1 edn. Springer-Verlag, Berlin, Heidelberg. https:\/\/doi.org\/10.1007\/978-3-642-18299-0","edition":"1"},{"issue":"6","key":"872_CR21","doi-asserted-by":"publisher","first-page":"915","DOI":"10.1093\/jigpal\/jzx050","volume":"25","author":"\u00c1 Arroyo","year":"2017","unstructured":"Arroyo \u00c1 et al (2017) A hybrid intelligent system for the analysis of atmospheric pollution: a case study in two European regions. Log J IGPL 25(6):915\u2013937. https:\/\/doi.org\/10.1093\/jigpal\/jzx050","journal-title":"Log J IGPL"},{"issue":"1","key":"872_CR22","doi-asserted-by":"publisher","first-page":"73","DOI":"10.3846\/16484142.2012.666763","volume":"27","author":"B Mrowczynska","year":"2012","unstructured":"Mrowczynska B et al (2012) A comparison of forecasting the results of road transportation needS. Transport 27(1):73\u201378. https:\/\/doi.org\/10.3846\/16484142.2012.666763","journal-title":"Transport"},{"issue":"3","key":"872_CR23","doi-asserted-by":"publisher","first-page":"21","DOI":"10.20858\/tp.2016.11.3.3","volume":"11","author":"A Kuptcova","year":"2016","unstructured":"Kuptcova A et al (2016) Data mining workspace as an optimization prediction technique for solving transport problems. Transp Probl 11(3):21\u201331. https:\/\/doi.org\/10.20858\/tp.2016.11.3.3","journal-title":"Transp Probl"},{"issue":"4","key":"872_CR24","doi-asserted-by":"publisher","first-page":"103","DOI":"10.20858\/tp.2018.13.4.10","volume":"13","author":"Z Abdirassilov","year":"2018","unstructured":"Abdirassilov Z, S\u0142adkowski A (2018) Application of artificial neural networks for shortterm prediction of container train flows in direction of China-Europe via Kazakhstan. Transp Probl 13(4):103\u2013113. https:\/\/doi.org\/10.20858\/tp.2018.13.4.10","journal-title":"Transp Probl"},{"issue":"6","key":"872_CR25","doi-asserted-by":"publisher","first-page":"991","DOI":"10.1093\/jigpal\/jzx047","volume":"25","author":"D Simi\u0107","year":"2017","unstructured":"Simi\u0107 D et al (2017) A hybrid clustering and ranking method for best positioned logistics distribution centre in Balkan Peninsula. Log J IGPL 25(6):991\u20131005. https:\/\/doi.org\/10.1093\/jigpal\/jzx047","journal-title":"Log J IGPL"},{"key":"872_CR26","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1016\/j.inffus.2013.04.006","volume":"16","author":"M Wo\u017aniak","year":"2014","unstructured":"Wo\u017aniak M, Gra\u00f1a M, Corchado E (2014) A survey of multiple classifier systems as hybrid systems. Inf Fusion 16:3\u201317. https:\/\/doi.org\/10.1016\/j.inffus.2013.04.006","journal-title":"Inf Fusion"},{"issue":"6","key":"872_CR27","doi-asserted-by":"publisher","first-page":"949","DOI":"10.1093\/jigpal\/jzx049","volume":"25","author":"G Asencio-Cort\u00e9s","year":"2017","unstructured":"Asencio-Cort\u00e9s G et al (2017) Using principal component analysis to improve earthquake magnitude prediction in Japan. Log J IGPL 25(6):949\u2013966. https:\/\/doi.org\/10.1093\/jigpal\/jzx049","journal-title":"Log J IGPL"},{"key":"872_CR28","first-page":"482","volume-title":"Neural networks for pattern recognition","author":"CM Bishop","year":"1996","unstructured":"Bishop CM (1996) Neural networks for pattern recognition. Oxford University Press, Oxford, p 482"},{"issue":"9","key":"872_CR29","doi-asserted-by":"publisher","first-page":"881","DOI":"10.1109\/T-C.1974.224051","volume":"23","author":"JH Friedman","year":"1974","unstructured":"Friedman JH, Tukey JW (1974) A projection pursuit algorithm for exploratory data analysis. IEEE Trans Comput 23(9):881\u2013890. https:\/\/doi.org\/10.1109\/T-C.1974.224051","journal-title":"IEEE Trans Comput"},{"issue":"8","key":"872_CR30","doi-asserted-by":"publisher","first-page":"1447","DOI":"10.1142\/S0218001403002915","volume":"17","author":"E Corchado","year":"2003","unstructured":"Corchado E, Fyfe C (2003) Connectionist techniques for the identification and suppression of interfering underlying factors. Int J Pattern Recognit Artif Intell 17(8):1447\u20131466. https:\/\/doi.org\/10.1142\/S0218001403002915","journal-title":"Int J Pattern Recognit Artif Intell"},{"issue":"3","key":"872_CR31","doi-asserted-by":"publisher","first-page":"203","DOI":"10.1023\/B:DAMI.0000023673.23078.a3","volume":"8","author":"E Corchado","year":"2004","unstructured":"Corchado E, MacDonald D, Fyfe C (2004) Maximum and minimum likelihood Hebbian learning for exploratory projection pursuit. Data Min Knowl Discov 8(3):203\u2013225. https:\/\/doi.org\/10.1023\/B:DAMI.0000023673.23078.a3","journal-title":"Data Min Knowl Discov"},{"key":"872_CR32","first-page":"350","volume":"10","author":"HS Seung","year":"1998","unstructured":"Seung HS, Socci ND, Lee D (1998) The rectified Gaussian distribution. Adv Neural Inf Process Syst 10:350\u2013356","journal-title":"Adv Neural Inf Process Syst"},{"issue":"3","key":"872_CR33","doi-asserted-by":"publisher","first-page":"264","DOI":"10.1145\/331499.331504","volume":"31","author":"AK Jain","year":"1999","unstructured":"Jain AK, Murty MN, Flynn PJ (1999) Data clustering: a review. ACM Comput Surv 31(3):264\u2013323","journal-title":"ACM Comput Surv"},{"key":"872_CR34","unstructured":"Macqueen J (1967) Some methods for classification and analysis of multivariate observations. In: Fifth Berkeley symposium on mathematical statistics and probability"},{"issue":"3","key":"872_CR35","doi-asserted-by":"publisher","first-page":"297","DOI":"10.1093\/bib\/bbn058","volume":"10","author":"B Andreopoulos","year":"2009","unstructured":"Andreopoulos B et al (2009) A roadmap of clustering algorithms: finding a match for a biomedical application. Brief Bioinf 10(3):297\u2013314. https:\/\/doi.org\/10.1093\/bib\/bbn058","journal-title":"Brief Bioinf"},{"issue":"6","key":"872_CR36","doi-asserted-by":"publisher","first-page":"1784","DOI":"10.1109\/TSMCC.2012.2222025","volume":"42","author":"W Zhuang","year":"2012","unstructured":"Zhuang W et al (2012) Ensemble clustering for internet security applications. IEEE Trans Syst Man Cybern C (Applications and Reviews) 42(6):1784\u20131796. https:\/\/doi.org\/10.1109\/TSMCC.2012.2222025","journal-title":"IEEE Trans Syst Man Cybern C (Applications and Reviews)"},{"issue":"2","key":"872_CR37","doi-asserted-by":"publisher","first-page":"303","DOI":"10.1080\/0020718508961129","volume":"41","author":"IJ Leontaritis","year":"1985","unstructured":"Leontaritis IJ, Billings SA (1985) Input\u2013output parametric models for non-linear systems part I: deterministic non-linear systems. Int J Control 41(2):303\u2013328. https:\/\/doi.org\/10.1080\/0020718508961129","journal-title":"Int J Control"},{"key":"872_CR38","volume-title":"Neural networks: a comprehensive foundation","author":"S Haykin","year":"1994","unstructured":"Haykin S (1994) Neural networks: a comprehensive foundation. Macmillan, New York City"},{"issue":"4","key":"872_CR39","doi-asserted-by":"publisher","first-page":"599","DOI":"10.1109\/TCST.2004.843129","volume":"13","author":"M Basso","year":"2005","unstructured":"Basso M et al (2005) NARX models of an industrial power plant gas turbine. IEEE Trans Control Syst Technol 13(4):599\u2013604. https:\/\/doi.org\/10.1109\/TCST.2004.843129","journal-title":"IEEE Trans Control Syst Technol"},{"key":"872_CR40","unstructured":"Consejo_Uni\u00f3n_Europea (2012) REGLAMENTO(CE) 70\/2012 sobre la relaci\u00f3n estad\u00edstica de los transportes de mercanc\u00edas por carretera (refundici\u00f3n), in Diario Oficial de la Uni\u00f3n Europea. Oficina de publicaciones de la Uni\u00f3n Europea, p 145"}],"container-title":["Pattern Analysis and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10044-020-00872-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10044-020-00872-x\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10044-020-00872-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,2,11]],"date-time":"2021-02-11T14:46:02Z","timestamp":1613054762000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10044-020-00872-x"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,2,12]]},"references-count":40,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2020,8]]}},"alternative-id":["872"],"URL":"https:\/\/doi.org\/10.1007\/s10044-020-00872-x","relation":{},"ISSN":["1433-7541","1433-755X"],"issn-type":[{"value":"1433-7541","type":"print"},{"value":"1433-755X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,2,12]]},"assertion":[{"value":"25 July 2019","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"4 February 2020","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"12 February 2020","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}