Self-organizing map (English Wikipedia)

Analysis of information sources in references of the Wikipedia article "Self-organizing map" in English language version.

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29doi.org

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6harvard.edu

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aalto.fi

users.ics.aalto.fi

Jaakko Hollmen (9 March 1996). "Self-Organizing Map (SOM)". Aalto University.

archive.org

Ultsch, Alfred; Siemon, H. Peter (1990). "Kohonen's Self Organizing Feature Maps for Exploratory Data Analysis". In Widrow, Bernard; Angeniol, Bernard (eds.). Proceedings of the International Neural Network Conference (INNC-90), Paris, France, July 9–13, 1990. Vol. 1. Dordrecht, Netherlands: Kluwer. pp. 305–308. ISBN 978-0-7923-0831-7.

arxiv.org

Gorban, A.N.; Zinovyev, A. (2010). "Principal manifolds and graphs in practice: from molecular biology to dynamical systems]". International Journal of Neural Systems. 20 (3): 219–232. arXiv:1001.1122. doi:10.1142/S0129065710002383. PMID 20556849. S2CID 2170982.

degruyter.com

Yilmaz, Hasan Ümitcan; Fouché, Edouard; Dengiz, Thomas; Krauß, Lucas; Keles, Dogan; Fichtner, Wolf (2019-04-01). "Reducing energy time series for energy system models via self-organizing maps". It - Information Technology. 61 (2–3): 125–133. doi:10.1515/itit-2019-0025. ISSN 2196-7032. S2CID 203160544.

doi.org

Kohonen, Teuvo; Honkela, Timo (2007). "Kohonen Network". Scholarpedia. 2 (1): 1568. Bibcode:2007SchpJ...2.1568K. doi:10.4249/scholarpedia.1568.
Kohonen, Teuvo (1982). "Self-Organized Formation of Topologically Correct Feature Maps". Biological Cybernetics. 43 (1): 59–69. doi:10.1007/bf00337288. S2CID 206775459.
Von der Malsburg, C (1973). "Self-organization of orientation sensitive cells in the striate cortex". Kybernetik. 14 (2): 85–100. doi:10.1007/bf00288907. PMID 4786750. S2CID 3351573.
Turing, Alan (1952). "The chemical basis of morphogenesis". Phil. Trans. R. Soc. 237 (641): 37–72. Bibcode:1952RSPTB.237...37T. doi:10.1098/rstb.1952.0012.
Kohonen, Teuvo; Honkela, Timo (2011). "Kohonen network". Scholarpedia. 2 (1): 1568. Bibcode:2007SchpJ...2.1568K. doi:10.4249/scholarpedia.1568.
Vrieze, O.J. (1995). "Kohonen Network" (PDF). Artificial Neural Networks. Lecture Notes in Computer Science. Vol. 931. University of Limburg, Maastricht. pp. 83–100. doi:10.1007/BFb0027024. ISBN 978-3-540-59488-8. Retrieved 1 July 2020. {{cite book}}: |website= ignored (help)
Ciampi, A.; Lechevallier, Y. (2000). "Clustering large, multi-level data sets: An approach based on Kohonen self organizing maps". In Zighed, D.A.; Komorowski, J.; Zytkow, J. (eds.). Principles of Data Mining and Knowledge Discovery: 4th European Conference, PKDD 2000 Lyon, France, September 13–16, 2000 Proceedings. Lecture notes in computer science. Vol. 1910. Springer. pp. 353–358. doi:10.1007/3-540-45372-5_36. ISBN 3-540-45372-5.
Akinduko, A.A.; Mirkes, E.M.; Gorban, A.N. (2016). "SOM: Stochastic initialization versus principal components". Information Sciences. 364–365: 213–221. doi:10.1016/j.ins.2015.10.013.
Saadatdoost, Robab; Sim, Alex Tze Hiang; Jafarkarimi, Hosein (2011). "Application of self organizing map for knowledge discovery based in higher education data". Research and Innovation in Information Systems (ICRIIS), 2011 International Conference on. IEEE. doi:10.1109/ICRIIS.2011.6125693. ISBN 978-1-61284-294-3.
Liu, Yonggang; Weisberg, Robert H (2005). "Patterns of Ocean Current Variability on the West Florida Shelf Using the Self-Organizing Map". Journal of Geophysical Research. 110 (C6): C06003. Bibcode:2005JGRC..110.6003L. doi:10.1029/2004JC002786.
Liu, Yonggang; Weisberg, Robert H.; Mooers, Christopher N. K. (2006). "Performance Evaluation of the Self-Organizing Map for Feature Extraction". Journal of Geophysical Research. 111 (C5): C05018. Bibcode:2006JGRC..111.5018L. doi:10.1029/2005jc003117.
Liu, C., Bowen, E. F. W., & Granger, R. (2025). A formal relation between two disparate mathematical algorithms is ascertained from biological circuit analyses. bioRxiv. https://doi.org/10.1101/2025.03.28.645962
Heskes, Tom (1999). "Energy Functions for Self-Organizing Maps". In Oja, Erkki; Kaski, Samuel (eds.). Kohonen Maps. Elsevier. pp. 303–315. doi:10.1016/B978-044450270-4/50024-3. ISBN 978-044450270-4.
Franch, F. (2014). "Correspondent Banking in Euro: bank clustering via self-organizing maps". J. Of Financial Market Infrastructures. 2 (4): 3–20. doi:10.21314/JFMI.2014.030. hdl:1959.4/unsworks_81534. ISSN 2049-5404.
Ha, Man; Gan, Christopher; Nguyen, Cuong; Anthony, Patricia (13 October 2021). "Self-Organising (Kohonen) Maps for the Vietnam Banking Industry". J. Risk Financial Manag. 14 (10): 485. doi:10.3390/jrfm14100485. hdl:10419/258589.
Li, S. T.; Kuo, S. C. (February 2008). "Knowledge discovery in financial investment for forecasting and trading strategy through wavelet-based SOM networks". Expert Systems with Applications. 34 (2): 935–951. doi:10.1016/j.eswa.2006.10.039.
Hsu, Chih-Ming (October 2011). "A hybrid procedure for stock price prediction by integrating self-organizing map and genetic programming". Expert Systems with Applications. 38 (11). doi:10.1016/j.eswa.2011.04.210.
Zheng, G.; Vaishnavi, V. (2011). "A Multidimensional Perceptual Map Approach to Project Prioritization and Selection". AIS Transactions on Human-Computer Interaction. 3 (2): 82–103. doi:10.17705/1thci.00028.
Taner, M. T.; Walls, J. D.; Smith, M.; Taylor, G.; Carr, M. B.; Dumas, D. (2001). "Reservoir characterization by calibration of self-organized map clusters". SEG Technical Program Expanded Abstracts 2001. Vol. 2001. pp. 1552–1555. doi:10.1190/1.1816406. S2CID 59155082.
Chang, Wui Lee; Pang, Lie Meng; Tay, Kai Meng (March 2017). "Application of Self-Organizing Map to Failure Modes and Effects Analysis Methodology" (PDF). Neurocomputing. 249: 314–320. doi:10.1016/j.neucom.2016.04.073.
Park, Young-Seuk; Tison, Juliette; Lek, Sovan; Giraudel, Jean-Luc; Coste, Michel; Delmas, François (2006-11-01). "Application of a self-organizing map to select representative species in multivariate analysis: A case study determining diatom distribution patterns across France". Ecological Informatics. 4th International Conference on Ecological Informatics. 1 (3): 247–257. Bibcode:2006EcInf...1..247P. doi:10.1016/j.ecoinf.2006.03.005. ISSN 1574-9541.
Yilmaz, Hasan Ümitcan; Fouché, Edouard; Dengiz, Thomas; Krauß, Lucas; Keles, Dogan; Fichtner, Wolf (2019-04-01). "Reducing energy time series for energy system models via self-organizing maps". It - Information Technology. 61 (2–3): 125–133. doi:10.1515/itit-2019-0025. ISSN 2196-7032. S2CID 203160544.
Alahakoon, D.; Halgamuge, S.K.; Sirinivasan, B. (2000). "Dynamic Self Organizing Maps With Controlled Growth for Knowledge Discovery". IEEE Transactions on Neural Networks. 11 (3): 601–614. doi:10.1109/72.846732. PMID 18249788.
Liou, C.-Y.; Tai, W.-P. (2000). "Conformality in the self-organization network". Artificial Intelligence. 116 (1–2): 265–286. doi:10.1016/S0004-3702(99)00093-4.
Liou, C.-Y.; Kuo, Y.-T. (2005). "Conformal Self-organizing Map for a Genus Zero Manifold". The Visual Computer. 21 (5): 340–353. doi:10.1007/s00371-005-0290-6. S2CID 8677589.
Shah-Hosseini, Hamed; Safabakhsh, Reza (April 2003). "TASOM: A New Time Adaptive Self-Organizing Map". IEEE Transactions on Systems, Man, and Cybernetics - Part B: Cybernetics. 33 (2): 271–282. doi:10.1109/tsmcb.2003.810442. PMID 18238177.
Shah-Hosseini, Hamed (May 2011). "Binary Tree Time Adaptive Self-Organizing Map". Neurocomputing. 74 (11): 1823–1839. doi:10.1016/j.neucom.2010.07.037.
Gorban, A.N.; Zinovyev, A. (2010). "Principal manifolds and graphs in practice: from molecular biology to dynamical systems]". International Journal of Neural Systems. 20 (3): 219–232. arXiv:1001.1122. doi:10.1142/S0129065710002383. PMID 20556849. S2CID 2170982.
Hua, H (2016). "Image and geometry processing with Oriented and Scalable Map". Neural Networks. 77: 1–6. doi:10.1016/j.neunet.2016.01.009. PMID 26897100.

handle.net

hdl.handle.net

Franch, F. (2014). "Correspondent Banking in Euro: bank clustering via self-organizing maps". J. Of Financial Market Infrastructures. 2 (4): 3–20. doi:10.21314/JFMI.2014.030. hdl:1959.4/unsworks_81534. ISSN 2049-5404.
Ha, Man; Gan, Christopher; Nguyen, Cuong; Anthony, Patricia (13 October 2021). "Self-Organising (Kohonen) Maps for the Vietnam Banking Industry". J. Risk Financial Manag. 14 (10): 485. doi:10.3390/jrfm14100485. hdl:10419/258589.

harvard.edu

ui.adsabs.harvard.edu

Kohonen, Teuvo; Honkela, Timo (2007). "Kohonen Network". Scholarpedia. 2 (1): 1568. Bibcode:2007SchpJ...2.1568K. doi:10.4249/scholarpedia.1568.
Turing, Alan (1952). "The chemical basis of morphogenesis". Phil. Trans. R. Soc. 237 (641): 37–72. Bibcode:1952RSPTB.237...37T. doi:10.1098/rstb.1952.0012.
Kohonen, Teuvo; Honkela, Timo (2011). "Kohonen network". Scholarpedia. 2 (1): 1568. Bibcode:2007SchpJ...2.1568K. doi:10.4249/scholarpedia.1568.
Liu, Yonggang; Weisberg, Robert H (2005). "Patterns of Ocean Current Variability on the West Florida Shelf Using the Self-Organizing Map". Journal of Geophysical Research. 110 (C6): C06003. Bibcode:2005JGRC..110.6003L. doi:10.1029/2004JC002786.
Liu, Yonggang; Weisberg, Robert H.; Mooers, Christopher N. K. (2006). "Performance Evaluation of the Self-Organizing Map for Feature Extraction". Journal of Geophysical Research. 111 (C5): C05018. Bibcode:2006JGRC..111.5018L. doi:10.1029/2005jc003117.
Park, Young-Seuk; Tison, Juliette; Lek, Sovan; Giraudel, Jean-Luc; Coste, Michel; Delmas, François (2006-11-01). "Application of a self-organizing map to select representative species in multivariate analysis: A case study determining diatom distribution patterns across France". Ecological Informatics. 4th International Conference on Ecological Informatics. 1 (3): 247–257. Bibcode:2006EcInf...1..247P. doi:10.1016/j.ecoinf.2006.03.005. ISSN 1574-9541.

hut.fi

cis.hut.fi

Kohonen, Teuvo (2005). "Intro to SOM". SOM Toolbox. Retrieved 2006-06-18.

le.ac.uk

math.le.ac.uk

Illustration is prepared using free software: Mirkes, Evgeny M.; Principal Component Analysis and Self-Organizing Maps: applet, University of Leicester, 2011

nih.gov

pubmed.ncbi.nlm.nih.gov

Von der Malsburg, C (1973). "Self-organization of orientation sensitive cells in the striate cortex". Kybernetik. 14 (2): 85–100. doi:10.1007/bf00288907. PMID 4786750. S2CID 3351573.
Alahakoon, D.; Halgamuge, S.K.; Sirinivasan, B. (2000). "Dynamic Self Organizing Maps With Controlled Growth for Knowledge Discovery". IEEE Transactions on Neural Networks. 11 (3): 601–614. doi:10.1109/72.846732. PMID 18249788.
Shah-Hosseini, Hamed; Safabakhsh, Reza (April 2003). "TASOM: A New Time Adaptive Self-Organizing Map". IEEE Transactions on Systems, Man, and Cybernetics - Part B: Cybernetics. 33 (2): 271–282. doi:10.1109/tsmcb.2003.810442. PMID 18238177.
Gorban, A.N.; Zinovyev, A. (2010). "Principal manifolds and graphs in practice: from molecular biology to dynamical systems]". International Journal of Neural Systems. 20 (3): 219–232. arXiv:1001.1122. doi:10.1142/S0129065710002383. PMID 20556849. S2CID 2170982.
Hua, H (2016). "Image and geometry processing with Oriented and Scalable Map". Neural Networks. 77: 1–6. doi:10.1016/j.neunet.2016.01.009. PMID 26897100.

researchgate.net

Akinduko, A.A.; Mirkes, E.M.; Gorban, A.N. (2016). "SOM: Stochastic initialization versus principal components". Information Sciences. 364–365: 213–221. doi:10.1016/j.ins.2015.10.013.
Gorban, Alexander N.; Kégl, Balázs; Wunsch, Donald C.; Zinovyev, Andrei, eds. (2008). Principal Manifolds for Data Visualization and Dimension Reduction. Lecture Notes in Computer Science and Engineering. Vol. 58. Springer. ISBN 978-3-540-73749-0.

sciencedirect.com

Park, Young-Seuk; Tison, Juliette; Lek, Sovan; Giraudel, Jean-Luc; Coste, Michel; Delmas, François (2006-11-01). "Application of a self-organizing map to select representative species in multivariate analysis: A case study determining diatom distribution patterns across France". Ecological Informatics. 4th International Conference on Ecological Informatics. 1 (3): 247–257. Bibcode:2006EcInf...1..247P. doi:10.1016/j.ecoinf.2006.03.005. ISSN 1574-9541.

semanticscholar.org

api.semanticscholar.org

Kohonen, Teuvo (1982). "Self-Organized Formation of Topologically Correct Feature Maps". Biological Cybernetics. 43 (1): 59–69. doi:10.1007/bf00337288. S2CID 206775459.
Von der Malsburg, C (1973). "Self-organization of orientation sensitive cells in the striate cortex". Kybernetik. 14 (2): 85–100. doi:10.1007/bf00288907. PMID 4786750. S2CID 3351573.
Taner, M. T.; Walls, J. D.; Smith, M.; Taylor, G.; Carr, M. B.; Dumas, D. (2001). "Reservoir characterization by calibration of self-organized map clusters". SEG Technical Program Expanded Abstracts 2001. Vol. 2001. pp. 1552–1555. doi:10.1190/1.1816406. S2CID 59155082.
Yilmaz, Hasan Ümitcan; Fouché, Edouard; Dengiz, Thomas; Krauß, Lucas; Keles, Dogan; Fichtner, Wolf (2019-04-01). "Reducing energy time series for energy system models via self-organizing maps". It - Information Technology. 61 (2–3): 125–133. doi:10.1515/itit-2019-0025. ISSN 2196-7032. S2CID 203160544.
Liou, C.-Y.; Kuo, Y.-T. (2005). "Conformal Self-organizing Map for a Genus Zero Manifold". The Visual Computer. 21 (5): 340–353. doi:10.1007/s00371-005-0290-6. S2CID 8677589.
Gorban, A.N.; Zinovyev, A. (2010). "Principal manifolds and graphs in practice: from molecular biology to dynamical systems]". International Journal of Neural Systems. 20 (3): 219–232. arXiv:1001.1122. doi:10.1142/S0129065710002383. PMID 20556849. S2CID 2170982.

slideshare.net

Zheng, G.; Vaishnavi, V. (2011). "A Multidimensional Perceptual Map Approach to Project Prioritization and Selection". AIS Transactions on Human-Computer Interaction. 3 (2): 82–103. doi:10.17705/1thci.00028.

springer.com

link.springer.com

Vrieze, O.J. (1995). "Kohonen Network" (PDF). Artificial Neural Networks. Lecture Notes in Computer Science. Vol. 931. University of Limburg, Maastricht. pp. 83–100. doi:10.1007/BFb0027024. ISBN 978-3-540-59488-8. Retrieved 1 July 2020. {{cite book}}: |website= ignored (help)

uni-marburg.de

Ultsch, Alfred; Siemon, H. Peter (1990). "Kohonen's Self Organizing Feature Maps for Exploratory Data Analysis". In Widrow, Bernard; Angeniol, Bernard (eds.). Proceedings of the International Neural Network Conference (INNC-90), Paris, France, July 9–13, 1990. Vol. 1. Dordrecht, Netherlands: Kluwer. pp. 305–308. ISBN 978-0-7923-0831-7.
Ultsch, Alfred (2003). U*-Matrix: A tool to visualize clusters in high dimensional data (Technical report). Department of Computer Science, University of Marburg. pp. 1–12. 36.

unimas.my

ir.unimas.my

Chang, Wui Lee; Pang, Lie Meng; Tay, Kai Meng (March 2017). "Application of Self-Organizing Map to Failure Modes and Effects Analysis Methodology" (PDF). Neurocomputing. 249: 314–320. doi:10.1016/j.neucom.2016.04.073.

unsw.edu.au

unsworks.unsw.edu.au

Franch, F. (2014). "Correspondent Banking in Euro: bank clustering via self-organizing maps". J. Of Financial Market Infrastructures. 2 (4): 3–20. doi:10.21314/JFMI.2014.030. hdl:1959.4/unsworks_81534. ISSN 2049-5404.

worldcat.org

search.worldcat.org

Franch, F. (2014). "Correspondent Banking in Euro: bank clustering via self-organizing maps". J. Of Financial Market Infrastructures. 2 (4): 3–20. doi:10.21314/JFMI.2014.030. hdl:1959.4/unsworks_81534. ISSN 2049-5404.
Park, Young-Seuk; Tison, Juliette; Lek, Sovan; Giraudel, Jean-Luc; Coste, Michel; Delmas, François (2006-11-01). "Application of a self-organizing map to select representative species in multivariate analysis: A case study determining diatom distribution patterns across France". Ecological Informatics. 4th International Conference on Ecological Informatics. 1 (3): 247–257. Bibcode:2006EcInf...1..247P. doi:10.1016/j.ecoinf.2006.03.005. ISSN 1574-9541.
Yilmaz, Hasan Ümitcan; Fouché, Edouard; Dengiz, Thomas; Krauß, Lucas; Keles, Dogan; Fichtner, Wolf (2019-04-01). "Reducing energy time series for energy system models via self-organizing maps". It - Information Technology. 61 (2–3): 125–133. doi:10.1515/itit-2019-0025. ISSN 2196-7032. S2CID 203160544.