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Original Articles

Script Recognition with Hierarchical Feature Maps

RISTO MUKKULAINEN Artificial Intelligence Laboratory, Computer Science Department, University of California, Los Angeles, CA, 90024, USA E-mail: [email protected]
Pages 83-101 | Published online: 24 Oct 2007

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Manojit Chattopadhyay, Nityananda Das, Pranab K. Dan & Sitanath Mazumdar. (2012) Growing hierarchical self-organizing map computation approach for clustering in cellular manufacturing. Journal of the Chinese Institute of Industrial Engineers 29:3, pages 181-192.
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Stéphane Dufau, Bernard Lété, Claude Touzet, Hervé Glotin, JohannesC. Ziegler & Jonathan Grainger. (2010) A developmental perspective on visual word recognition: New evidence and a self-organising model. European Journal of Cognitive Psychology 22:5, pages 669-694.
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Mototaka Suzuki, Kuniaki Noda, Yuki Suga, Tetsuya Ogata & Shigeki Sugano. (2006) Dynamic perception after visually guided grasping by a human-like autonomous robot. Advanced Robotics 20:2, pages 233-254.
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RichardM. Golden & DavidE. Rumelhart. (1993) A parallel distributed processing model of story comprehension and recall. Discourse Processes 16:3, pages 203-237.
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Articles from other publishers (78)

Janusz Morajda. 2023. Information Systems. Information Systems 17 32 .
Esteban J. Palomo, Ezequiel López-Rubio, Francisco Ortega-Zamorano & Rafaela Benítez-Rochel. (2020) Exploratory Data Analysis and Foreground Detection with the Growing Hierarchical Neural Forest. Neural Processing Letters 52:3, pages 2537-2563.
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Xanthoula Eirini Pantazi, Dimitrios Moshou & Dionysis Bochtis. 2020. Intelligent Data Mining and Fusion Systems in Agriculture. Intelligent Data Mining and Fusion Systems in Agriculture 17 101 .
Lars Elend & Oliver Kramer. 2020. Advances in Self-Organizing Maps, Learning Vector Quantization, Clustering and Data Visualization. Advances in Self-Organizing Maps, Learning Vector Quantization, Clustering and Data Visualization 23 32 .
Paulo Joao & Octavian Postolache. (2019) Healthcare Outlier Detection with Hierarchical Self-Organizing Map. Healthcare Outlier Detection with Hierarchical Self-Organizing Map.
Fionn Murtagh & Pedro Contreras. (2017) Algorithms for hierarchical clustering: an overview, II . WIREs Data Mining and Knowledge Discovery 7:6.
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José M. Martínez-Martínez, Pablo Escandell-Montero, Emilio Soria-Olivas, José D. Martín-Guerrero & Antonio J. Serrano-López. (2016) A new visualization tool for data mining techniques. Progress in Artificial Intelligence 5:2, pages 137-154.
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Hsin-Chang Yang, Chung-Hong Lee & Han-Wei Hsiao. (2015) Incorporating self-organizing map with text mining techniques for text hierarchy generation. Applied Soft Computing 34, pages 251-259.
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EZEQUIEL LÓPEZ-RUBIO, ESTEBAN JOSÉ PALOMO & ENRIQUE DOMÍNGUEZ. (2014) BREGMAN DIVERGENCES FOR GROWING HIERARCHICAL SELF-ORGANIZING NETWORKS. International Journal of Neural Systems 24:04, pages 1450016.
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Matthew Kyan, Paisarn Muneesawang, Kambiz Jarrah & Ling Guan. 2014. Unsupervised Learning. Unsupervised Learning 251 267 .
César A. Astudillo & B. John Oommen. (2014) Topology-oriented self-organizing maps: a survey. Pattern Analysis and Applications 17:2, pages 223-248.
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Hsin-Chang Yang & Chung-Hong Lee. (2014) Detecting tag spams for social bookmarking Websites using a text mining approach. International Journal of Information Technology & Decision Making 13:02, pages 387-406.
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César A. Astudillo & B. John Oommen. (2014) Self-organizing maps whose topologies can be learned with adaptive binary search trees using conditional rotations. Pattern Recognition 47:1, pages 96-113.
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Hsin-Chang Yang, Chung-Hong Lee & Chun-Yen Wu. (2013) Incorporating user constraints into topic-oriented self-organizing maps. Incorporating user constraints into topic-oriented self-organizing maps.
Gerasimos Spanakis, Georgios Siolas & Andreas Stafylopatis. (2012) DoSO: a document self-organizer. Journal of Intelligent Information Systems 39:3, pages 577-610.
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Wen-Chung Liao & Chung-Chian Hsu. (2012) A self-organizing map for transactional data and the related categorical domain. Applied Soft Computing 12:10, pages 3141-3157.
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Hsin-Chang Yang & Chung-Hong Lee. (2012) A Novel Self-Organizing Map for Text Document Organization. A Novel Self-Organizing Map for Text Document Organization.
Fionn Murtagh & Pedro Contreras. (2011) Algorithms for hierarchical clustering: an overview. WIREs Data Mining and Knowledge Discovery 2:1, pages 86-97.
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Seungmin Lee, Gisung Kim & Sehun Kim. (2011) Self-adaptive and dynamic clustering for online anomaly detection. Expert Systems with Applications 38:12, pages 14891-14898.
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. (2011) Learning of Obstacle Avoidance with Redundant Manipulator by Hierarchical SOM. Journal of Advanced Computational Intelligence and Intelligent Informatics 15:5, pages 525-531.
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Jose M. Martinez-Martinez, Pablo Escandell-Montero, Emilio Soria-Olivas, Jose D. Martin-Guerrero, Marcelino Martinez-Sober & Juan Gomez-Sanchis. (2011) Sectors on sectors (SonS): A new hierarchical clustering visualization tool. Sectors on sectors (SonS): A new hierarchical clustering visualization tool.
Alexandra Scherbart & Tim W. Nattkemper. (2011) Looking inside self-organizing map ensembles with resampling and negative correlation learning. Neural Networks 24:1, pages 130-141.
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A Fonseka & D Alahakoon. (2010) Exploratory data analysis with Multi-Layer Growing Self-Organizing Maps. Exploratory data analysis with Multi-Layer Growing Self-Organizing Maps.
Hsin-Chang Yang & Chung-Hong Lee. (2010) A novel self-organizing map algorithm for text mining. A novel self-organizing map algorithm for text mining.
Hsin-Chang Yang, Chung-Hong Lee & Ding-Wen Chen. (2008) A method for multilingual text mining and retrieval using growing hierarchical self-organizing maps. Journal of Information Science 35:1, pages 3-23.
Crossref
Yi Liu & Masahiro Takatsuka. 2009. Neural Information Processing. Neural Information Processing 845 854 .
Miguel Arturo Barreto-Sanz, Andrés Pérez-Uribe, Carlos-Andres Peña-Reyes & Marco Tomassini. 2009. Constructive Neural Networks. Constructive Neural Networks 261 279 .
Marrony N. Neris, Alexandre J. Silva, Sarajane M. Peres & Franklin C. Flores. (2008) Self Organizing Maps and bit signature: A study applied on signal language recognition. Self Organizing Maps and bit signature: A study applied on signal language recognition.
Sarajane M. Peres & Marcio L. de A. Netto. (2008) The Meaningful Fractal Fuzzy Dimension applied to the design of self organizing maps. The Meaningful Fractal Fuzzy Dimension applied to the design of self organizing maps.
Hsin-Chang Yang, Ding-Wen Chen & Chung-Hong Lee. (2008) A Multilingual Hierarchy Mapping Method Based on GHSOM. A Multilingual Hierarchy Mapping Method Based on GHSOM.
Romain Boulet, Bertrand Jouve, Fabrice Rossi & Nathalie Villa. (2008) Batch kernel SOM and related Laplacian methods for social network analysis. Neurocomputing 71:7-9, pages 1257-1273.
Crossref
Miguel Barreto-Sanz, Andrés Pérez-Uribe, Carlos-Andres Peña-Reyes & Marco Tomassini. 2008. Artificial Neural Networks - ICANN 2008. Artificial Neural Networks - ICANN 2008 713 722 .
Hujun Yin. 2008. Computational Intelligence: A Compendium. Computational Intelligence: A Compendium 715 762 .
Derek Greene, Pádraig Cunningham & Rudolf Mayer. 2008. Machine Learning Techniques for Multimedia. Machine Learning Techniques for Multimedia 51 90 .
Thouraya Ayadi, Tarek M. Hamdani, Adel M. Alimi & Mohamed A. Khabou. (2007) 2IBGSOM: interior and irregular boundaries growing self-organizing maps. 2IBGSOM: interior and irregular boundaries growing self-organizing maps.
Ignazio Infantino, Riccardo Rizzo & Salvatore Gaglio. (2007) A Framework for Sign Language Sentence Recognition by Commonsense Context. IEEE Transactions on Systems, Man and Cybernetics, Part C (Applications and Reviews) 37:5, pages 1034-1039.
Crossref
Hsin-Chang Yang, Ding-Wen Chen & Chung-Hong Lee. (2007) Mining Multilingual Texts using Growing Hierarchical Self-Organizing Maps. Mining Multilingual Texts using Growing Hierarchical Self-Organizing Maps.
RICCARDO CASSINIS, LAURA MARIA MORELLI & EPHRAIM NISSAN. (2012) EMULATION OF HUMAN FEELINGS AND BEHAVIORS IN AN ANIMATED ARTWORK. International Journal on Artificial Intelligence Tools 16:02, pages 291-375.
Crossref
Kyung-Joong Kim, Myung-Chul Jung & Sung-Bae Cho. 2007. New Trends in Applied Artificial Intelligence. New Trends in Applied Artificial Intelligence 796 805 .
Juyang Weng & Wey-Shiuan Hwang. (2006) From neural networks to the brain: autonomous mental development. IEEE Computational Intelligence Magazine 1:3, pages 15-31.
Crossref
G. Tambouratzis. (2006) Assessing the effectiveness of feature groups in author recognition tasks with the SOM model. IEEE Transactions on Systems, Man and Cybernetics, Part C (Applications and Reviews) 36:2, pages 249-259.
Crossref
J. L. Giraudel & S. Lek. 2006. Ecological Informatics. Ecological Informatics 49 67 .
Injee Song, Myung-Chul Jung & Sung-Bae Cho. 2006. AI 2006: Advances in Artificial Intelligence. AI 2006: Advances in Artificial Intelligence 443 452 .
Ling Guan. 2006. Image Analysis and Recognition. Image Analysis and Recognition 1 14 .
I.T. Nabney, Y. Sun, P. Tino & A. Kaban. (2005) Semisupervised learning of hierarchical latent trait models for data visualization. IEEE Transactions on Knowledge and Data Engineering 17:3, pages 384-400.
Crossref
Richard T. Freeman & Hujun Yin. (2005) Tree view self-organisation of web content. Neurocomputing 63, pages 415-446.
Crossref
Elias Pampalk, Arthur Flexer & Gerhard Widmer. 2005. Research and Advanced Technology for Digital Libraries. Research and Advanced Technology for Digital Libraries 37 48 .
Richard T. Freeman & Hujun Yin. (2004) Adaptive topological tree structure for document organisation and visualisation. Neural Networks 17:8-9, pages 1255-1271.
Crossref
GEORGE TAMBOURATZIS, NIKOLAOS HAIRETAKIS, STELLA MARKANTONATOU & GEORGE CARAYANNIS. (2011) APPLYING THE SOM MODEL TO TEXT CLASSIFICATION ACCORDING TO REGISTER AND STYLISTIC CONTENT. International Journal of Neural Systems 13:01, pages 1-11.
Crossref
J. L. Giraudel & S. Lek. 2003. Ecological Informatics. Ecological Informatics 15 33 .
Hiong Sen Tan. 2003. AI 2003: Advances in Artificial Intelligence. AI 2003: Advances in Artificial Intelligence 532 543 .
A. Rauber, D. Merkl & M. Dittenbach. (2002) The growing hierarchical self-organizing map: exploratory analysis of high-dimensional data. IEEE Transactions on Neural Networks 13:6, pages 1331-1341.
Crossref
Michael Dittenbach, Andreas Rauber & Dieter Merkl. (2002) Uncovering hierarchical structure in data using the growing hierarchical self-organizing map. Neurocomputing 48:1-4, pages 199-216.
Crossref
P. Tino & I. Nabney. (2002) Hierarchical GTM: constructing localized nonlinear projection manifolds in a principled way. IEEE Transactions on Pattern Analysis and Machine Intelligence 24:5, pages 639-656.
Crossref
R. Freeman, Hujun Yin & N.M. Allinson. (2002) Self-organising maps for tree view based hierarchical document clustering. Self-organising maps for tree view based hierarchical document clustering.
Richard Freeman & Hujun Yin. 2002. Intelligent Data Engineering and Automated Learning — IDEAL 2002. Intelligent Data Engineering and Automated Learning — IDEAL 2002 123 128 .
J.M. Barbalho, A. Duarte, D. Neto, J.A.F. Costa & M.L.A. Netto. (2001) Hierarchical SOM applied to image compression. Hierarchical SOM applied to image compression.
Teuvo KohonenTeuvo Kohonen. 2001. Self-Organizing Maps. Self-Organizing Maps 347 371 .
Nigel Allinson, Hujun Yin, Lesley Allinson & Jon SlackG. Tambouratzis, N. Hairetakis, S. Markantonatou & G. Carayannis. 2001. Advances in Self-Organising Maps. Advances in Self-Organising Maps 267 274 .
Nigel Allinson, Hujun Yin, Lesley Allinson & Jon SlackMichael Dittenbach, Andreas Rauber & Dieter Merkl. 2001. Advances in Self-Organising Maps. Advances in Self-Organising Maps 140 145 .
Michael Dittenbach, Andreas Rauber & Dieter Merkl. 2001. Database and Expert Systems Applications. Database and Expert Systems Applications 200 210 .
Michael Dittenbach, Dieter Merkl & Andreas Rauber. 2001. Artificial Neural Networks — ICANN 2001. Artificial Neural Networks — ICANN 2001 500 505 .
Dieter Merkl & Andreas Rauber. 2000. Knowledge Discovery and Data Mining. Current Issues and New Applications. Knowledge Discovery and Data Mining. Current Issues and New Applications 384 395 .
Andreas Rauber, Michael Dittenbach & Dieter Merkl. 2000. Research and Advanced Technology for Digital Libraries. Research and Advanced Technology for Digital Libraries 348 351 .
Andreas Rauber & Dieter Merkl. 2000. Database and Expert Systems Applications. Database and Expert Systems Applications 499 508 .
Andreas Rauber. 1999. Neural Nets WIRN VIETRI-98. Neural Nets WIRN VIETRI-98 365 370 .
Dieter Merkl. (1998) Text classification with self-organizing maps: Some lessons learned. Neurocomputing 21:1-3, pages 61-77.
Crossref
C.M. Bishop & M.E. Tipping. (1998) A hierarchical latent variable model for data visualization. IEEE Transactions on Pattern Analysis and Machine Intelligence 20:3, pages 281-293.
Crossref
Dieter Merkl & Andreas Rauber. 1998. Database and Expert Systems Applications. Database and Expert Systems Applications 816 825 .
Dieter Merkl & Andreas Rauber. 1998. Neural Nets WIRN VIETRI-97. Neural Nets WIRN VIETRI-97 324 329 .
Risto Miikkulainen. (1997) Dyslexic and Category-Specific Aphasic Impairments in a Self-Organizing Feature Map Model of the Lexicon. Brain and Language 59:2, pages 334-366.
Crossref
Risto Miikkulainen. (1995) Script-based inference and memory retrieval in subsymbolic story processing. Applied Intelligence 5:2, pages 137-163.
Crossref
Teuvo KohonenTeuvo Kohonen. 1995. Self-Organizing Maps. Self-Organizing Maps 231 252 .
Jürgen FaißtJürgen Faißt. 1993. Hierarchische Planung unter Einsatz Neuronaler Netze. Hierarchische Planung unter Einsatz Neuronaler Netze 103 159 .
Anton Nijholt. 1993. ICANN ’93. ICANN ’93 323 330 .
J. Kindermann & C. Windheuser. (1992) Unsupervised sequence classification. Unsupervised sequence classification.
R. Miikkulainen. (1992) Trace feature map: a model of episodic associative memory. Biological Cybernetics 66:3, pages 273-282.
Crossref
Risto Miikkulainen & Michael G. Dyer. (2010) Natural Language Processing With Modular Pdp Networks and Distributed Lexicon. Cognitive Science 15:3, pages 343-399.
Crossref

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