{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,16]],"date-time":"2025-10-16T09:57:26Z","timestamp":1760608646875},"publisher-location":"Berlin, Heidelberg","reference-count":22,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642215650"},{"type":"electronic","value":"9783642215667"}],"license":[{"start":{"date-parts":[[2011,1,1]],"date-time":"2011-01-01T00:00:00Z","timestamp":1293840000000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2011]]},"DOI":"10.1007\/978-3-642-21566-7_4","type":"book-chapter","created":{"date-parts":[[2011,6,12]],"date-time":"2011-06-12T12:08:31Z","timestamp":1307880511000},"page":"40-50","source":"Crossref","is-referenced-by-count":26,"title":["Fuzzy Clustering of the Self-Organizing Map: Some Applications on Financial Time Series"],"prefix":"10.1007","author":[{"given":"Peter","family":"Sarlin","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tomas","family":"Eklund","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"4_CR1","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1007\/BF00337288","volume":"66","author":"T. Kohonen","year":"1982","unstructured":"Kohonen, T.: Self-organized formation of topologically correct feature maps. Biological Cybernetics\u00a066, 59\u201369 (1982)","journal-title":"Biological Cybernetics"},{"key":"4_CR2","first-page":"305","volume-title":"Proceedings of the International Conference on Neural Networks","author":"A. Ultsch","year":"1990","unstructured":"Ultsch, A., Siemon, H.P.: Kohonen\u2019s self organizing feature maps for exploratory data analysis. In: Proceedings of the International Conference on Neural Networks, pp. 305\u2013308. Kluwer, Dordrecht (1990)"},{"issue":"2\u20133","key":"4_CR3","doi-asserted-by":"publisher","first-page":"261","DOI":"10.1007\/BF00118594","volume":"2","author":"J. Lampinen","year":"1992","unstructured":"Lampinen, J., Oja, E.: Clustering properties of hierarchical self-organizing maps. Journal of Mathematical Imaging and Vision\u00a02(2\u20133), 261\u2013272 (1992)","journal-title":"Journal of Mathematical Imaging and Vision"},{"issue":"4","key":"4_CR4","doi-asserted-by":"publisher","first-page":"399","DOI":"10.1016\/0167-8655(94)00113-H","volume":"16","author":"F. Murtagh","year":"1995","unstructured":"Murtagh, F.: Interpreting the Kohonen self-organizing feature map using contiguity-constrained clustering. Pattern Recognition Letters\u00a016(4), 399\u2013408 (1995)","journal-title":"Pattern Recognition Letters"},{"key":"4_CR5","doi-asserted-by":"publisher","first-page":"161","DOI":"10.1016\/S0167-9473(01)00040-8","volume":"38","author":"M.Y. Kiang","year":"2001","unstructured":"Kiang, M.Y.: Extending the Kohonen self-organizing map networks for clustering analysis. Computational Statistics and Data Analysis\u00a038, 161\u2013180 (2001)","journal-title":"Computational Statistics and Data Analysis"},{"key":"4_CR6","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"951","DOI":"10.1007\/3-540-46084-5_154","volume-title":"Artificial Neural Networks - ICANN 2002","author":"J. Vesanto","year":"2002","unstructured":"Vesanto, J., Sulkava, M.: Distance Matrix Based Clustering of the Self-Organizing Map. In: Dorronsoro, J.R. (ed.) ICANN 2002. LNCS, vol.\u00a02415, pp. 951\u2013956. Springer, Heidelberg (2002)"},{"issue":"3","key":"4_CR7","doi-asserted-by":"publisher","first-page":"586","DOI":"10.1109\/72.846731","volume":"11","author":"J. Vesanto","year":"2000","unstructured":"Vesanto, J., Alhoniemi, E.: Clustering of the self-organizing map. IEEE Transactions on Neural Networks\u00a011(3), 586\u2013600 (2000)","journal-title":"IEEE Transactions on Neural Networks"},{"key":"4_CR8","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4757-0450-1","volume-title":"Pattern Recognition with Fuzzy Objective Function Algorithms","author":"J.C. Bezdek","year":"1981","unstructured":"Bezdek, J.C.: Pattern Recognition with Fuzzy Objective Function Algorithms. Plenum Press, New York (1981)"},{"key":"4_CR9","doi-asserted-by":"publisher","first-page":"171","DOI":"10.1057\/palgrave.ivs.9500048","volume":"2","author":"T. Eklund","year":"2003","unstructured":"Eklund, T., Back, B., Vanharanta, H., Visa, A.: Using the Self-Organizing Map as a Visualization Tool in Financial Benchmarking. Information Visualization\u00a02, 171\u2013181 (2003)","journal-title":"Information Visualization"},{"key":"4_CR10","first-page":"248","volume-title":"Proceedings of the 10th IEEE International Conference on Intelligent Systems Design and Applications","author":"P. Sarlin","year":"2010","unstructured":"Sarlin, P.: Visual monitoring of financial stability with a self-organizing neural network. In: Proceedings of the 10th IEEE International Conference on Intelligent Systems Design and Applications, pp. 248\u2013253. IEEE Press, Los Alamitos (2010)"},{"key":"4_CR11","doi-asserted-by":"publisher","first-page":"179","DOI":"10.1002\/isaf.276","volume":"14","author":"S. Liu","year":"2006","unstructured":"Liu, S., Lindholm, C.: Assessing the Early Warning Signals of Financial Crises: A Fuzzy Clustering Approach. Intelligent Systems in Accounting, Finance & Management\u00a014, 179\u2013202 (2006)","journal-title":"Intelligent Systems in Accounting, Finance & Management"},{"key":"4_CR12","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-56927-2","volume-title":"Self-Organizing Maps","author":"T. Kohonen","year":"2001","unstructured":"Kohonen, T.: Self-Organizing Maps. Springer, Berlin (2001)"},{"key":"4_CR13","first-page":"32","volume":"3","author":"J.C. Dunn","year":"1973","unstructured":"Dunn, J.C.: A Fuzzy Relative of the ISODATA Process and its Use in Detecting Compact, Well-Separated Clusters. Cybernetics and Systems\u00a03, 32\u201357 (1973)","journal-title":"Cybernetics and Systems"},{"key":"4_CR14","doi-asserted-by":"publisher","first-page":"109","DOI":"10.2308\/jeta.2008.5.1.109","volume":"5","author":"T. Eklund","year":"2008","unstructured":"Eklund, T., Back, B., Vanharanta, H., Visa, A.: Evaluating a SOM-Based Financial Benchmarking Tool. Journal of Emerging Technologies in Accounting\u00a05, 109\u2013127 (2008)","journal-title":"Journal of Emerging Technologies in Accounting"},{"key":"4_CR15","first-page":"34","volume":"5","author":"J.P. Guiver","year":"1991","unstructured":"Guiver, J.P., Klimasauskas, C.C.: Applying Neural Networks, Part IV: Improving Performance. PC AI Magazine\u00a05, 34\u201341 (1991)","journal-title":"PC AI Magazine"},{"key":"4_CR16","doi-asserted-by":"publisher","first-page":"236","DOI":"10.1080\/01621459.1963.10500845","volume":"58","author":"J. Ward","year":"1963","unstructured":"Ward, J.: Hierarchical grouping to optimize an objective function. Journal of the American Statistical Association\u00a058, 236\u2013244 (1963)","journal-title":"Journal of the American Statistical Association"},{"key":"4_CR17","first-page":"176","volume-title":"Proceedings of the 18th Italian Workshop on Neural Networks","author":"M. Resta","year":"2009","unstructured":"Resta, M.: Early Warning Systems: an approach via Self Organizing Maps with applications to emergent markets. In: Proceedings of the 18th Italian Workshop on Neural Networks, pp. 176\u2013184. IOS Press, Amsterdam (2009)"},{"key":"4_CR18","doi-asserted-by":"publisher","first-page":"285","DOI":"10.1111\/1468-0300.00015","volume":"28","author":"A. Berg","year":"1999","unstructured":"Berg, A., Pattillo, C.: What caused the Asian crises: An early warning system approach. Economic Notes\u00a028, 285\u2013334 (1999)","journal-title":"Economic Notes"},{"key":"4_CR19","doi-asserted-by":"crossref","unstructured":"Sarlin, P., Marghescu, D.: Visual Predictions of Currency Crises using Self-Organizing Maps. Intelligent Systems in Accounting, Finance and Management (forthcoming, 2011)","DOI":"10.1002\/isaf.321"},{"issue":"2\u20133","key":"4_CR20","doi-asserted-by":"publisher","first-page":"143","DOI":"10.1002\/isaf.317","volume":"17","author":"D. Marghescu","year":"2010","unstructured":"Marghescu, D., Sarlin, P., Liu, S.: Early Warning Analysis for Currency Crises in Emerging Markets: A Revisit with Fuzzy Clustering. Intelligent Systems in Accounting, Finance and Management\u00a017(2\u20133), 143\u2013165 (2010)","journal-title":"Intelligent Systems in Accounting, Finance and Management"},{"key":"4_CR21","doi-asserted-by":"publisher","first-page":"58","DOI":"10.1080\/01969727308546047","volume":"3","author":"J.C. Bezdek","year":"1974","unstructured":"Bezdek, J.C.: Cluster validity with fuzzy sets. Cybernetics\u00a03, 58\u201373 (1974)","journal-title":"Cybernetics"},{"issue":"8","key":"4_CR22","doi-asserted-by":"publisher","first-page":"841","DOI":"10.1109\/34.85677","volume":"13","author":"X.L. Xie","year":"1991","unstructured":"Xie, X.L., Beni, G.: A validity measure for fuzzy clustering. IEEE Transactions on Pattern Analysis and Machine Intelligence\u00a013(8), 841\u2013847 (1991)","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"}],"container-title":["Lecture Notes in Computer Science","Advances in Self-Organizing Maps"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-21566-7_4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,3,28]],"date-time":"2019-03-28T15:24:35Z","timestamp":1553786675000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-21566-7_4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2011]]},"ISBN":["9783642215650","9783642215667"],"references-count":22,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-21566-7_4","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2011]]}}}