{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,8,13]],"date-time":"2024-08-13T11:11:21Z","timestamp":1723547481020},"reference-count":32,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2014,6,17]],"date-time":"2014-06-17T00:00:00Z","timestamp":1402963200000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Braz Comput Soc"],"published-print":{"date-parts":[[2014,12]]},"DOI":"10.1186\/1678-4804-20-14","type":"journal-article","created":{"date-parts":[[2014,5,19]],"date-time":"2014-05-19T11:06:43Z","timestamp":1400497603000},"update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["Network-based data classification: combining K-associated optimal graphs and high-level prediction"],"prefix":"10.1186","volume":"20","author":[{"given":"Murillo G","family":"Carneiro","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jo\u00e3o LG","family":"Rosa","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alneu A","family":"Lopes","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Liang","family":"Zhao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2014,6,17]]},"reference":[{"issue":"2","key":"14_CR1","doi-asserted-by":"publisher","first-page":"167","DOI":"10.1137\/S003614450342480","volume":"45","author":"M Newman","year":"2003","unstructured":"Newman M: The structure and function of complex networks. SIAM Rev 2003, 45(2):167\u2013256. 10.1137\/S003614450342480","journal-title":"SIAM Rev"},{"issue":"3","key":"14_CR2","first-page":"103","volume":"60","author":"LDF Costa","year":"2007","unstructured":"Costa LDF, Oliveira ON, Travieso G, Rodrigues FA, Boas PRV, Antiqueira L, Viana MP, Da Rocha LEC: Analyzing and modeling real-world phenomena with complex networks: a survey of applications. Adv Phys 2007, 60(3):103.","journal-title":"Adv Phys"},{"key":"14_CR3","doi-asserted-by":"publisher","first-page":"923","DOI":"10.1109\/ICDM.2010.112","volume-title":"2010 IEEE international conference on data mining","author":"Z Lu","year":"2010","unstructured":"Lu Z, Savas B, Tang W, Dhillon IS: Supervised link prediction using multiple sources. In 2010 IEEE international conference on data mining. Sidney, Australia; 2010:923\u2013928."},{"issue":"3\u20135","key":"14_CR4","doi-asserted-by":"publisher","first-page":"75","DOI":"10.1016\/j.physrep.2009.11.002","volume":"486","author":"S Fortunato","year":"2010","unstructured":"Fortunato S: Community detection in graphs. Phys Rep 2010, 486(3\u20135):75\u2013174.","journal-title":"Phys Rep"},{"key":"14_CR5","first-page":"045102","volume":"75","author":"S Boccaletti","year":"2007","unstructured":"Boccaletti S, Ivanchenko M, Latora V, Pluchino A, Rapisarda A: Detecting complex network modularity by dynamical clustering. Phys Rev Lett 2007, 75: 045102.","journal-title":"Phys Rev Lett"},{"key":"14_CR6","doi-asserted-by":"publisher","DOI":"10.1093\/acprof:oso\/9780199206650.001.0001","volume-title":"Networks: an introduction","author":"M Newman","year":"2010","unstructured":"Newman M: Networks: an introduction. Oxford University Press, New York; 2010."},{"issue":"4","key":"14_CR7","doi-asserted-by":"publisher","first-page":"299","DOI":"10.1007\/s13173-012-0072-8","volume":"18","author":"JR Bertini","year":"2012","unstructured":"Bertini JR, Lopes AA, Zhao L: Partially labeled data stream classification with the semi-supervised k-associated graph. J Braz Comput Soc 2012, 18(4):299\u2013310. 10.1007\/s13173-012-0072-8","journal-title":"J Braz Comput Soc"},{"issue":"24","key":"14_CR8","doi-asserted-by":"publisher","first-page":"5435","DOI":"10.1016\/j.ins.2011.07.043","volume":"181","author":"JR Bertini","year":"2011","unstructured":"Bertini JR, Zhao L, Motta R, Lopes AA: A nonparametric classification method based on k-associated graphs. Inf Sci 2011, 181(24):5435\u20135456. 10.1016\/j.ins.2011.07.043","journal-title":"Inf Sci"},{"key":"14_CR9","first-page":"1","volume-title":"IV international workshop on web and text intelligence","author":"MG Carneiro","year":"2012","unstructured":"Carneiro MG, Rosa JL, Lopes AA, Zhao L: Classifica\u00e7\u00e3o de alto n\u00edvel utilizando grafo k-associados \u00f3timo. In IV international workshop on web and text intelligence. Curitiba, Brazil; 2012:1\u201310."},{"key":"14_CR10","doi-asserted-by":"publisher","first-page":"366","DOI":"10.1109\/IST.2013.6729723","volume-title":"2013 IEEE international conference on imaging systems and techniques","author":"TH Cupertino","year":"2013","unstructured":"Cupertino TH, Carneiro MG, Zhao L: Dimensionality reduction with the k-associated optimal graph applied to image classification. In 2013 IEEE international conference on imaging systems and techniques. Beijing, China; 2013:366\u2013371."},{"key":"14_CR11","doi-asserted-by":"publisher","first-page":"954","DOI":"10.1109\/TNNLS.2012.2195027","volume":"23","author":"TC Silva","year":"2012","unstructured":"Silva TC, Zhao L: Network-based high level data classification. IEEE Trans Neural Netw 2012, 23: 954\u2013970.","journal-title":"IEEE Trans Neural Netw"},{"key":"14_CR12","volume-title":"Pattern recognition and machine learning. Information science and statistics","author":"CM Bishop","year":"2006","unstructured":"Bishop CM: Pattern recognition and machine learning. Information science and statistics. Springer-Verlag, New York; 2006."},{"key":"14_CR13","volume-title":"Machine learning","author":"T Mitchell","year":"1997","unstructured":"Mitchell T: Machine learning. McGraw-Hill series in Computer Science, McGraw-Hill, New York; 1997."},{"key":"14_CR14","volume-title":"Classification and regression trees","author":"L Breiman","year":"1984","unstructured":"Breiman L: Classification and regression trees. Chapman & Hall, London; 1984."},{"key":"14_CR15","first-page":"81","volume":"1","author":"J Quinlan","year":"1986","unstructured":"Quinlan J: Induction of decision trees. Mach Learn 1986, 1: 81\u2013106.","journal-title":"Mach Learn"},{"key":"14_CR16","first-page":"37","volume":"6","author":"DW Aha","year":"1991","unstructured":"Aha DW, Kibler D, Albert M: Instance-based learning algorithms. Mach Learn 1991, 6: 37\u201366.","journal-title":"Mach Learn"},{"key":"14_CR17","volume-title":"Neural networks: a comprehensive foundation,","author":"S Haykin","year":"1998","unstructured":"Haykin S: Neural networks: a comprehensive foundation,. Prentice Hall PTR, Upper Saddle River; 1998."},{"key":"14_CR18","volume-title":"Learning Bayesian networks","author":"RE Neapolitan","year":"2003","unstructured":"Neapolitan RE: Learning Bayesian networks. Prentice-Hall, Upper Saddle River; 2003."},{"issue":"3","key":"14_CR19","first-page":"273","volume":"20","author":"C Cortes","year":"1995","unstructured":"Cortes C, Vapnik V: Support-vector networks. Mach Learn 1995, 20(3):273\u2013297.","journal-title":"Mach Learn"},{"key":"14_CR20","doi-asserted-by":"publisher","DOI":"10.7551\/mitpress\/9780262033589.001.0001","volume-title":"Semi-supervised learning","author":"O Chapelle","year":"2006","unstructured":"Chapelle O, Scholkopf B, Zien A: Semi-supervised learning. MIT Press, Cambridge; 2006."},{"issue":"1","key":"14_CR21","doi-asserted-by":"publisher","first-page":"27","DOI":"10.1016\/j.cosrev.2007.05.001","volume":"1","author":"SE Schaeffer","year":"2007","unstructured":"Schaeffer SE: Graph clustering. Comput Sci Rev 2007, 1(1):27\u201364. 10.1016\/j.cosrev.2007.05.001","journal-title":"Comput Sci Rev"},{"issue":"1","key":"14_CR22","doi-asserted-by":"publisher","first-page":"40","DOI":"10.1109\/TPAMI.2007.250598","volume":"29","author":"S Yan","year":"2007","unstructured":"Yan S, Xu D, Zhang B, Zhang HJ, Yang Q, Lin S: Graph embedding and extensions: a general framework for dimensionality reduction. IEEE Trans Pattern Anal Mach Intell 2007, 29(1):40\u201351.","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"14_CR23","first-page":"1","volume-title":"Proceedings of the 1st BRICS Countries Congress","author":"MG Carneiro","year":"2013","unstructured":"Carneiro MG, Zhao L: High level classification totally based on complex networks. In Proceedings of the 1st BRICS Countries Congress. Porto de Galinhas, Brazil; 2013:1\u20138."},{"key":"14_CR24","doi-asserted-by":"publisher","first-page":"1086","DOI":"10.1109\/ICDM.2012.130","volume-title":"2012 IEEE international conference on data mining","author":"R Rossi","year":"2012","unstructured":"Rossi R, de Paulo Faleiros T, de Andrade Lopes A, Rezende S: Inductive model generation for text categorization using a bipartite heterogeneous network. In 2012 IEEE international conference on data mining. Brussels, Belgium; 2012:1086\u20131091."},{"issue":"2","key":"14_CR25","first-page":"28","volume":"61","author":"RFS Andrade","year":"2006","unstructured":"Andrade RFS, Miranda JGV, Pinho STR, Lob\u00e3o TP: Characterization of complex networks by higher order neighborhood properties. Eur Phys J B 2006, 61(2):28.","journal-title":"Eur Phys J B"},{"key":"14_CR26","doi-asserted-by":"publisher","first-page":"208701","DOI":"10.1103\/PhysRevLett.89.208701","volume":"89","author":"MEJ Newman","year":"2002","unstructured":"Newman MEJ: Assortative mixing in networks. Phys Rev Lett 2002, 89: 208701.","journal-title":"Phys Rev Lett"},{"key":"14_CR27","doi-asserted-by":"publisher","first-page":"198701","DOI":"10.1103\/PhysRevLett.87.198701","volume":"87","author":"V Latora","year":"2001","unstructured":"Latora V, Marchiori M: Efficient behavior of small-world networks. Phys Rev Lett 2001, 87: 198701.","journal-title":"Phys Rev Lett"},{"key":"14_CR28","doi-asserted-by":"publisher","first-page":"440","DOI":"10.1038\/30918","volume":"393","author":"D Watts","year":"1998","unstructured":"Watts D, Strogatz S: Collective dynamics of small-world networks. Nature 1998, 393: 440\u2013442. 10.1038\/30918","journal-title":"Nature"},{"key":"14_CR29","volume-title":"UCI machine learning repository","author":"A Frank","year":"2010","unstructured":"Frank A, Asuncion A: UCI machine learning repository. 2010.\n                    http:\/\/archive.ics.uci.edu\/ml\n                    \n                   . Accessed 10 Nov 2013"},{"issue":"2-3","key":"14_CR30","first-page":"255","volume":"17","author":"J Alcal\u00e1-Fdez","year":"2011","unstructured":"Alcal\u00e1-Fdez J, Fern\u00e1ndez A, Luengo J, Derrac J: Garc\u00eda, S. Multiple-Valued Logic Soft Comput 2011, 17(2\u20133):255\u2013287.","journal-title":"Multiple-Valued Logic Soft Comput"},{"key":"14_CR31","first-page":"2825","volume":"12","author":"F Pedregosa","year":"2011","unstructured":"Pedregosa F, Varoquaux G, Gramfort A, Michel V, Thirion B, Grisel O, Blondel M, Prettenhofer P, Weiss R, Dubourg V, Vanderplas J, Passos A, Cournapeau D, Brucher M, Perrot M, Duchesnay E: scikit-learn: machine learning in Python. J Mach Learn Res 2011, 12: 2825\u20132830.","journal-title":"J Mach Learn Res"},{"key":"14_CR32","first-page":"1","volume":"7","author":"J Dem\u0161ar","year":"2006","unstructured":"Dem\u0161ar J: Statistical comparisons of classifiers over multiple data sets. J Mach Learn Res 2006, 7: 1\u201330.","journal-title":"J Mach Learn Res"}],"container-title":["Journal of the Brazilian Computer Society"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/1678-4804-20-14.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1186\/1678-4804-20-14\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/1678-4804-20-14.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,13]],"date-time":"2024-08-13T10:45:48Z","timestamp":1723545948000},"score":1,"resource":{"primary":{"URL":"https:\/\/journal-bcs.springeropen.com\/articles\/10.1186\/1678-4804-20-14"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,6,17]]},"references-count":32,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2014,12]]}},"alternative-id":["14"],"URL":"https:\/\/doi.org\/10.1186\/1678-4804-20-14","relation":{},"ISSN":["0104-6500","1678-4804"],"issn-type":[{"type":"print","value":"0104-6500"},{"type":"electronic","value":"1678-4804"}],"subject":[],"published":{"date-parts":[[2014,6,17]]},"article-number":"14"}}