SOM swMATH ID: 7375 Software Authors: Esa Alhoniemi, Johan Himberg, Juha Parhankangas, Juha Vesanto Description: SOM toolbox for Matlab 5. Why? The ”SOM Toolbox” project was initialized back in 1997 because there was no such thing as a proper SOM-library for MATLAB. MATLAB is a magnificient computing environment, but the tools in its neural networks toolbox for SOM were not really up to the state-of-the-art. On the other hand, the freeware SOM program package SOM_PAK is all well and good, but it’s not nearly as flexible as the MATLAB environment. So the plan was to offer a simple, well documented MATLAB function package which is easy to use and modify in the diverse needs that different people unavoidably have. Who? Numerous people have participated in the making of SOM Toolbox. In addition to the people listed in the copyright notice, Kimmo Kiviluoto, Jukka Parviainen, Mika Pollari have participated in it, not to mention those who have contributed code, given bug reports or other feedback. The common factor for us is to have been employed in the Laboratory of Information and Computer Science in the Helsinki University of Technology. Homepage: http://www.cis.hut.fi/projects/somtoolbox/ Dependencies: Matlab Related Software: Matlab; kohonen; LIBSVM; UCI-ml; Turb'Opty; Silhouettes; C4.5; SOM_PAK; GTM; ElemStatLearn; ARESLab; CMARS; COSA; HistDAWass; R; ESOM-MAP; tm; fastcluster; rapidminer; PyMVPA Cited in: 38 Publications all top 5 Cited by 89 Authors 5 Kamimura, Ryotaro 3 Moreau, Stéphane 2 Fosso Pouangué, A. 2 Gan, Guojun 2 Iyigun, Cem 2 Koc, Elcin Kartal 2 Ma, Chaoqun 2 Soulat, Laurent 2 Tambouratzis, George 2 Wu, Jianhong 1 Ahmadi, Mohammad Taghi 1 Asbeh, Nuaman 1 Aubert, Stéphane 1 Bahreininejad, Ardeshir 1 Balzanella, Antonio 1 Batmaz, İnci 1 Bennani, Younes 1 Buisson, Martin 1 Cabanes, Guénaël 1 Campbell, Enrique 1 Carayannis, George 1 Chaib, Mohamed 1 Cousillas Fernández, Sonia María 1 de A. T. de Carvalho, Francisco 1 de Sa, Virginia R. 1 Desmet, Pierre 1 Dittenbach, Michael 1 Dorigo, Marco 1 Espedal, Magne S. 1 Ferrand, Pascal 1 Fladmark, Gunnar E. 1 Gao, Liang 1 Garrido, Izaskun 1 Goren-Bar, Dina 1 Gu, Jifa 1 Hairetakis, N. 1 Handl, Julia 1 Harva, Markus 1 Ihalainen, Heimo 1 Irpino, Antonio 1 Izquierdo, Joaquín 1 Jiang, Chen 1 Jilani, H. 1 Karhunen, Juha T. 1 Knödler, Kosmas 1 Knowles, Joshua D. 1 Koutsovasilis, P. 1 Kuflik, Tsvi 1 Kumpulainen, Pekka 1 Lauri, Mikko 1 Lerner, Boaz 1 Lev, Dror 1 Li, Qianqian 1 Liu, Hailong 1 Markantonatou, S. 1 Meents, Ingo 1 Mettänen, Marja 1 Montalvo, Idel 1 Øian, Erlend 1 Oja, Erkki 1 Ortega Fernández, Francisco 1 Pérez-García, Rafael 1 Poland, Jan 1 Pölzlbauer, Georg 1 Qiu, Haobo 1 Raiko, Tapani 1 Ramanathan, Murali Krishna 1 Rauber, Andreas 1 Rodríguez Montequín, Vicente 1 Sassi, Renato José 1 Schweizer, Bernhard 1 Shoval, Peretz 1 Song, Yuqing 1 Sullivan, Thomas J. 1 Tambouratzis, Tatiana 1 Tang, Chun 1 Valpola, Harri 1 Verde, Rosanna 1 Villanueva Balsera, Joaquín 1 Wang, Jue 1 Weber, Gerhard-Wilhelm 1 Xi, Lifeng 1 Yang, Zan 1 Yu, Jianbo 1 Zell, Andreas 1 Zhang, Aidong 1 Zhang, Jinhao 1 Zhang, Li 1 Zheng, Chongxun all top 5 Cited in 22 Serials 3 Computers and Fluids 3 International Journal of General Systems 3 Journal of Global Optimization 2 Neural Networks 2 Journal of Machine Learning Research (JMLR) 1 Biological Cybernetics 1 Journal of Computational and Applied Mathematics 1 Theoretical Computer Science 1 International Journal of Production Research 1 Journal of Classification 1 International Journal of Intelligent Systems 1 Archive of Applied Mechanics 1 Advances in Engineering Software 1 Distributed and Parallel Databases 1 Complexity 1 Computing and Visualization in Science 1 European Journal of Economic and Social Systems 1 Journal of Systems Science and Complexity 1 ASA-SIAM Series on Statistics and Applied Probability 1 Pesquisa Operacional 1 1 Mathematics in Industry (Philadelphia) all top 5 Cited in 10 Fields 25 Computer science (68-XX) 9 Statistics (62-XX) 8 Operations research, mathematical programming (90-XX) 5 Fluid mechanics (76-XX) 5 Biology and other natural sciences (92-XX) 3 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 3 Systems theory; control (93-XX) 2 Numerical analysis (65-XX) 2 Mechanics of deformable solids (74-XX) 2 Information and communication theory, circuits (94-XX) Citations by Year