{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,27]],"date-time":"2025-11-27T20:47:34Z","timestamp":1764276454404,"version":"3.33.0"},"publisher-location":"Berlin, Heidelberg","reference-count":31,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783540748243"},{"type":"electronic","value":"9783540748250"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"DOI":"10.1007\/978-3-540-74825-0_9","type":"book-chapter","created":{"date-parts":[[2007,8,21]],"date-time":"2007-08-21T09:42:26Z","timestamp":1187689346000},"page":"93-105","source":"Crossref","is-referenced-by-count":9,"title":["Relational Topographic Maps"],"prefix":"10.1007","author":[{"given":"Alexander","family":"Hasenfuss","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Barbara","family":"Hammer","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"9_CR1","unstructured":"Conan-Guez, B., Rossi, F., El Golli, A.: A fast algorithm for the self-organizing map on dissimilarity data. In: Workshop on Self-Organizing Maps, pp. 561\u2013568 (2005)"},{"key":"9_CR2","doi-asserted-by":"publisher","first-page":"762","DOI":"10.1016\/j.neunet.2006.05.018","volume":"19","author":"M. Cottrell","year":"2006","unstructured":"Cottrell, M., Hammer, B., Hasenfuss, A., Villmann, T.: Batch and median neural gas. Neural Networks\u00a019, 762\u2013771 (2006)","journal-title":"Neural Networks"},{"key":"9_CR3","first-page":"438","volume-title":"NIPS","author":"T. Graepel","year":"1999","unstructured":"Graepel, T., Herbrich, R., Bollmann-Sdorra, P., Obermayer, K.: Classification on pairwise proximity data. In: Jordan, M.I., Kearns, M.J., Solla, S.A. (eds.) NIPS, vol.\u00a011, pp. 438\u2013444. MIT Press, Cambridge (1999)"},{"key":"9_CR4","doi-asserted-by":"publisher","first-page":"139","DOI":"10.1162\/089976699300016854","volume":"11","author":"T. Graepel","year":"1999","unstructured":"Graepel, T., Obermayer, K.: A stochastic self-organizing map for proximity data. Neural Computation\u00a011, 139\u2013155 (1999)","journal-title":"Neural Computation"},{"key":"9_CR5","doi-asserted-by":"crossref","unstructured":"Hammer, B., Hasenfuss, A., Schleif, F.-M., Villmann, T.: Supervised median neural gas. In: Dagli, C., Buczak, A., Enke, D., Embrechts, A., Ersoy, O. (eds.) Intelligent Engineering Systems Through Artificial Neural Networks 16. Smart Engineering System Design, pp. 623\u2013633. ASME Press (2006)","DOI":"10.1115\/1.802566.paper93"},{"key":"9_CR6","doi-asserted-by":"publisher","first-page":"33","DOI":"10.1007\/11829898_4","volume-title":"Proceedings of Conference Artificial Neural Networks in Pattern Recognition (ANNPR)","author":"B. Hammer","year":"2006","unstructured":"Hammer, B., Hasenfuss, A., Schleif, F.-M., Villmann, T.: Supervised batch neural gas. In: Schwenker, F. (ed.) Proceedings of Conference Artificial Neural Networks in Pattern Recognition (ANNPR), pp. 33\u201345. Springer, Heidelberg (2006)"},{"key":"9_CR7","series-title":"Lecture Notes in Computer Science","volume-title":"IWANN 2007","author":"A. Hasenfuss","year":"2007","unstructured":"Hasenfuss, A., Hammer, B., Schleif, F.-M., Villmann, T.: Neural gas clustering for dissimilarity data with continuous prototypes. In: Sandoval, F., Prieto, A., Cabestany, J., Gra\u00f1a, M. (eds.) IWANN 2007. LNCS, vol.\u00a04507, Springer, Heidelberg (2007)"},{"key":"9_CR8","doi-asserted-by":"publisher","first-page":"1225","DOI":"10.1016\/j.neucom.2006.10.147","volume":"70","author":"B. Hammer","year":"2007","unstructured":"Hammer, B., Hasenfuss, A., Villmann, T.: Magnification control for batch neural gas. Neurocomputing\u00a070, 1225\u20131234 (2007)","journal-title":"Neurocomputing"},{"issue":"8-9","key":"9_CR9","doi-asserted-by":"publisher","first-page":"1061","DOI":"10.1016\/j.neunet.2004.06.009","volume":"17","author":"B. Hammer","year":"2004","unstructured":"Hammer, B., Micheli, A., Sperduti, A., Strickert, M.: Recursive self-organizing network models. Neural Networks\u00a017(8-9), 1061\u20131086 (2004)","journal-title":"Neural Networks"},{"key":"9_CR10","series-title":"Lecture Notes in Computer Science","volume-title":"Pattern Recognition","author":"B. Haasdonk","year":"2004","unstructured":"Haasdonk, B., Bahlmann, C.: Learning with distance substitution kernels. In: Rasmussen, C.E., B\u00fclthoff, H.H., Sch\u00f6lkopf, B., Giese, M.A. (eds.) Pattern Recognition. LNCS, vol.\u00a03175, Springer, Heidelberg (2004)"},{"key":"9_CR11","unstructured":"Hammer, B., Hasenfuss, A.: Relational Topographic Maps, Technical Report IfI-07-01, Clausthal University of Technology, Institute of Informatics (April 2007)"},{"issue":"3","key":"9_CR12","doi-asserted-by":"publisher","first-page":"429","DOI":"10.1016\/0031-3203(94)90119-8","volume":"27","author":"R.J. Hathaway","year":"1994","unstructured":"Hathaway, R.J., Bezdek, J.C.: Nerf c-means: Non-euclidean relational fuzzy clustering. Pattern Recognition\u00a027(3), 429\u2013437 (1994)","journal-title":"Pattern Recognition"},{"key":"9_CR13","doi-asserted-by":"publisher","first-page":"205","DOI":"10.1016\/0031-3203(89)90066-6","volume":"22","author":"R.J. Hathaway","year":"1989","unstructured":"Hathaway, R.J., Davenport, J.W., Bezdek, J.C.: Relational duals of the c-means algorithms. Pattern Recognition\u00a022, 205\u2013212 (1989)","journal-title":"Pattern Recognition"},{"key":"9_CR14","doi-asserted-by":"publisher","first-page":"1299","DOI":"10.1109\/72.963766","volume":"12","author":"T. Heskes","year":"2001","unstructured":"Heskes, T.: Self-organizing maps, vector quantization, and mixture modeling. IEEE Transactions on Neural Networks\u00a012, 1299\u20131305 (2001)","journal-title":"IEEE Transactions on Neural Networks"},{"key":"9_CR15","doi-asserted-by":"crossref","unstructured":"Juan, A., Vidal, E.: On the use of normalized edit distances and an efficient k-NN search technique (k-AESA) for fast and accurate string classification. In: ICPR 2000, vol.\u00a02, pp. 680\u2013683 (2000)","DOI":"10.1109\/ICPR.2000.906165"},{"key":"9_CR16","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-642-97610-0","volume-title":"Self-Organizing Maps","author":"T. Kohonen","year":"1995","unstructured":"Kohonen, T.: Self-Organizing Maps. Springer, Heidelberg (1995)"},{"key":"9_CR17","doi-asserted-by":"publisher","first-page":"945","DOI":"10.1016\/S0893-6080(02)00069-2","volume":"15","author":"T. Kohonen","year":"2002","unstructured":"Kohonen, T., Somervuo, P.: How to make large self-organizing maps for nonvectorial data. Neural Networks\u00a015, 945\u2013952 (2002)","journal-title":"Neural Networks"},{"key":"9_CR18","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/BF02289565","volume":"29","author":"J.B. Kruskal","year":"1964","unstructured":"Kruskal, J.B.: Multidimensional scaling by optimizing goodness of fit to a nonmetric hypothesis. Psychometrika\u00a029, 1\u201327 (1964)","journal-title":"Psychometrika"},{"key":"9_CR19","doi-asserted-by":"publisher","first-page":"355","DOI":"10.1111\/j.1399-0004.1980.tb02296.x","volume":"18","author":"C. Lundsteen","year":"1980","unstructured":"Lundsteen, C., Phillip, J., Granum, E.: Quantitative analysis of 6985 digitized trypsin G-banded human metaphase chromosomes. Clinical Genetics\u00a018, 355\u2013370 (1980)","journal-title":"Clinical Genetics"},{"key":"9_CR20","doi-asserted-by":"publisher","first-page":"558","DOI":"10.1109\/72.238311","volume":"4","author":"T. Martinetz","year":"1993","unstructured":"Martinetz, T., Berkovich, S.G., Schulten, K.J.: Neural-gasrq network for vector quantization and its application to time-series prediction. IEEE Transactions on Neural Networks\u00a04, 558\u2013569 (1993)","journal-title":"IEEE Transactions on Neural Networks"},{"key":"9_CR21","doi-asserted-by":"publisher","first-page":"507","DOI":"10.1016\/0893-6080(94)90109-0","volume":"7","author":"T. Martinetz","year":"1994","unstructured":"Martinetz, T., Schulten, K.: Topology representing networks. Neural Networks\u00a07, 507\u2013522 (1994)","journal-title":"Neural Networks"},{"key":"9_CR22","doi-asserted-by":"publisher","first-page":"127","DOI":"10.1093\/protein\/9.2.127","volume":"9","author":"H. Mevissen","year":"1996","unstructured":"Mevissen, H., Vingron, M.: Quantifying the local reliability of a sequence alignment. Protein Engineering\u00a09, 127\u2013132 (1996)","journal-title":"Protein Engineering"},{"issue":"10","key":"9_CR23","doi-asserted-by":"publisher","first-page":"1852","DOI":"10.1016\/j.patcog.2006.04.012","volume":"39","author":"M. Neuhaus","year":"2006","unstructured":"Neuhaus, M., Bunke, H.: Edit distance based kernel functions for structural pattern classification. Pattern Recognition\u00a039(10), 1852\u20131863 (2006)","journal-title":"Pattern Recognition"},{"key":"9_CR24","doi-asserted-by":"crossref","unstructured":"Qin, A.K., Suganthan, P.N.: Kernel neural gas algorithms with application to cluster analysis. In: ICPR 2004, vol.\u00a04, pp. 617\u2013620 (2004)","DOI":"10.1109\/ICPR.2004.1333848"},{"key":"9_CR25","doi-asserted-by":"crossref","unstructured":"Ripley, B.D.: Pattern Recognition and Neural Networks, Cambridge (1996)","DOI":"10.1017\/CBO9780511812651"},{"key":"9_CR26","doi-asserted-by":"publisher","first-page":"401","DOI":"10.1109\/T-C.1969.222678","volume":"18","author":"J.W. Sammon Jr.","year":"1969","unstructured":"Sammon Jr., J.W.: A nonlinear mapping for data structure analysis. IEEE Transactions on Computers\u00a018, 401\u2013409 (1969)","journal-title":"IEEE Transactions on Computers"},{"key":"9_CR27","unstructured":"Sch\u00f6lkopf, B.: The kernel trick for distances, Microsoft TR 2000-51 (2000)"},{"key":"9_CR28","doi-asserted-by":"publisher","first-page":"1211","DOI":"10.1016\/j.neunet.2004.06.012","volume":"17","author":"S. Seo","year":"2004","unstructured":"Seo, S., Obermayer, K.: Self-organizing maps and clustering methods for matrix data. Neural Networks\u00a017, 1211\u20131230 (2004)","journal-title":"Neural Networks"},{"key":"9_CR29","doi-asserted-by":"publisher","first-page":"701","DOI":"10.1145\/1014052.1014143","volume-title":"Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining - KDD-2004","author":"P. Tino","year":"2004","unstructured":"Tino, P., Kaban, A., Sun, Y.: A generative probabilistic approach to visualizing sets of symbolic sequences. In: Kohavi, R., Gehrke, J., DuMouchel, W., Ghosh, J. (eds.) Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining - KDD-2004, pp. 701\u2013706. ACM Press, New York (2004)"},{"key":"9_CR30","doi-asserted-by":"publisher","first-page":"772","DOI":"10.1016\/j.neunet.2006.05.026","volume":"19","author":"T. Villmann","year":"2006","unstructured":"Villmann, T., Hammer, B., Schleif, F., Geweniger, T., Herrmann, W.: Fuzzy classification by fuzzy labeled neural gas. Neural Networks\u00a019, 772\u2013779 (2006)","journal-title":"Neural Networks"},{"issue":"6","key":"9_CR31","doi-asserted-by":"publisher","first-page":"780","DOI":"10.1016\/j.neunet.2006.05.007","volume":"19","author":"H. Yin","year":"2006","unstructured":"Yin, H.: On the equivalence between kernel self-organising maps and self-organising mixture density network. Neural Networks\u00a019(6), 780\u2013784 (2006)","journal-title":"Neural Networks"}],"container-title":["Lecture Notes in Computer Science","Advances in Intelligent Data Analysis VII"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-540-74825-0_9.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,1,20]],"date-time":"2025-01-20T13:54:54Z","timestamp":1737381294000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-540-74825-0_9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[null]]},"ISBN":["9783540748243","9783540748250"],"references-count":31,"URL":"https:\/\/doi.org\/10.1007\/978-3-540-74825-0_9","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[]}}