References on Self-Organizing Map

from: Timo Honkela, Self-Organizing Maps in Natural Language Processing


References

Amari, 1967
Amari, S.-I. (1967).
A theory of adaptive pattern classifiers.
IEEC, 16:299-307.

Carpenter and Grossberg, 1987
Carpenter, G. and Grossberg, S. (1987).
A massively parallel architecture for a self-organizing neural pattern recognition machine.
Computer Vision, Graphics, and Image Processing, 37:54-115.

Cottrell and Fort, 1987
Cottrell, M. and Fort, J.-C. (1987).
Étude d'un processus d'auto-organisation.
Annales de l'Institut Henri Poincaré, 23(1):1-20.
(in French).

Erwin et al., 1992a
Erwin, E., Obermayer, K., and Schulten, K. (1992a).
Self-organizing maps: Ordering, convergence properties and energy functions.
Biological Cybernetics, 67(1):47-55.

Erwin et al., 1992b
Erwin, E., Obermayer, K., and Schulten, K. (1992b).
Self-organizing maps: Stationary states, metastability and convergence rate.
Biological Cybernetics, 67(1):35-45.

Erwin et al., 1991
Erwin, E., Obermeyer, K., and Schulten, K. (1991).
Convergence properties of self-organizing maps.
In Kohonen, T., Mäkisara, K., Simula, O., and Kangas, J., editors, Artificial Neural Networks, pages 409-414, Amsterdam, Netherlands. Elsevier.

Flanagan, 1997
Flanagan, J. A. (1997).
Self-organisation in the one-dimensional SOM with a reduced width neighbourhood.
In Proceedings of WSOM'97, Workshop on Self-Organizing Maps, pages 268-273. Helsinki University of Technology, Neural Networks Research Centre, Espoo, Finland.

Honkela et al., 1996
Honkela, T., Kaski, S., Lagus, K., and Kohonen, T. (1996).
Newsgroup exploration with WEBSOM method and browsing interface.
Technical Report A32, Helsinki University of Technology, Laboratory of Computer and Information Science, Espoo, Finland.

Horowitz and Alvarez, 1996
Horowitz, R. and Alvarez, L. (1996).
Self-organizing neural networks: convergence properties.
In Proceedings of ICNN'96, 1996 IEEE International Conference on Neural Networks, volume 1, pages 7-12. IEEE, New York, NY, USA.

Hyötyniemi, 1996
Hyötyniemi, H. (1996).
Text document classification with self-organizing maps.
In Alander, J., Honkela, T., and Jakobsson, M., editors, Proceedings of Finnish Artificial Intelligence Conference - Genes, Nets and Symbols, pages 64-72. Finnish Artificial Intelligence Society.

Kaski, 1997a
Kaski, S. (1997a).
Computationally efficient approximation of a probabilistic model for document representation in the WEBSOM full-text analysis method.
Neural Processing Letters, 5(2):69-81.

Kaski, 1997b
Kaski, S. (1997b).
Data exploration using self-organizing maps.
Acta Polytechnica Scandinavica, Mathematics, Computing and Management in Engineering Series No. 82.
DTech Thesis, Helsinki University of Technology, Finland.

Kaski, 1998
Kaski, S. (1998).
Dimensionality reduction by random mapping: Fast similarity computation for clustering.
In Proceedings of IJCNN'98, International Joint Conference on Neural Networks, submitted for publication.

Kaski and Lagus, 1996
Kaski, S. and Lagus, K. (1996).
Comparing self-organizing maps.
In von der Malsburg, C., von Seelen, W., Vorbrüggen, J. C., and Sendhoff, B., editors, Proceedings of ICANN96, International Conference on Artificial Neural Networks, Bochum, Germany, July 16-19, Lecture Notes in Computer Science, vol. 1112, pages 809-814. Springer, Berlin.

Kohonen, 1981a
Kohonen, T. (1981a).
Automatic formation of topological maps of patterns in a self-organizing system.
In Oja, E. and Simula, O., editors, Proceedings of 2SCIA, Scand. Conference on Image Analysis, pages 214-220, Helsinki, Finland. Suomen Hahmontunnistustutkimuksen Seura r.y.

Kohonen, 1981b
Kohonen, T. (1981b).
Construction of similarity diagrams for phonemes by a self-organizing algorithm.
Technical Report TKK-F-A463, Helsinki University of Technology, Espoo, Finland.

Kohonen, 1981c
Kohonen, T. (1981c).
Hierarchical ordering of vectorial data in a self-organizing process.
Report TKK-F-A461, Helsinki University of Technology, Espoo, Finland.

Kohonen, 1981d
Kohonen, T. (1981d).
Self-organized formation of generalized topological maps of observations in a physical system.
Report TKK-F-A450, Helsinki University of Technology, Espoo, Finland.

Kohonen, 1982a
Kohonen, T. (1982a).
Analysis of a simple self-organizing process.
Biological Cybernetics, 44(2):135-140.

Kohonen, 1982b
Kohonen, T. (1982b).
Self-organizing formation of topologically correct feature maps.
Biological Cybernetics, 43(1):59-69.

Kohonen, 1988
Kohonen, T. (1988).
The 'neural' phonetic typewriter.
Computer, 21(3):11-22.

Kohonen, 1992
Kohonen, T. (1992).
An attempt to interpret the Self-Organizing Mapping physiologically.
Report A16, Helsinki University of Technology, Laboratory of Computer and Information Science.

Kohonen, 1993
Kohonen, T. (1993).
Physiolocigal interpretation of the self-organizing map algorithm.
Neural Networks, 6(7):895-905.

Kohonen, 1995a
Kohonen, T. (1995a).
The Adaptive-Subspace SOM (ASSOM) and its use for the implementation of invariant feature detection.
In Fogelman-Soulié, F. and Gallinari, P., editors, Proceedings of ICANN'95, International Conference on Artificial Neural Networks, volume I, pages 3-10, Nanterre, France. EC2.

Kohonen, 1995b
Kohonen, T. (1995b).
Computational Intelligence - A Dynamic System Perspective, chapter 2. Emergence of Invariant-Feature Detectors in Self-Organization, pages 17-31.
IEEE Press, New York.

Kohonen, 1995c
Kohonen, T. (1995c).
Self-Organizing Maps.
Springer, Berlin, Heidelberg.

Kohonen, 1996a
Kohonen, T. (1996a).
Emergence of invariant-feature detectors in the adaptive-subspace self-organizing map.
Biological Cybernetics, 75(4):281-91.

Kohonen, 1996b
Kohonen, T. (1996b).
The self-organizing map, a possible model of brain maps.
Medical & Biological Engineering & Computing, 34(suppl.1, pt.1):5-8.

Kohonen, 1997
Kohonen, T. (1997).
Exploration of very large databases by self-organizing maps.
In Proceedings of ICNN'97, International Conference on Neural Networks, pages PL1-PL6. IEEE Service Center, Piscataway, NJ.

Kohonen et al., 1996a
Kohonen, T., Hynninen, J., Kangas, J., and Laaksonen, J. (1996a).
SOM_PAK: The Self-Organizing Map program package.
Report A31, Helsinki University of Technology, Laboratory of Computer and Information Science.

Kohonen et al., 1996b
Kohonen, T., Kaski, S., Lagus, K., and Honkela, T. (1996b).
Very large two-level SOM for the browsing of newsgroups.
In von der Malsburg, C., von Seelen, W., Vorbrüggen, J. C., and Sendhoff, B., editors, Proceedings of ICANN96, International Conference on Artificial Neural Networks, Bochum, Germany, July 16-19, 1996, Lecture Notes in Computer Science, vol. 1112, pages 269-274. Springer, Berlin.

Kohonen et al., 1997a
Kohonen, T., Kaski, S., and Lappalainen, H. (1997a).
Self-organized formation of various invariant-feature filters in the adaptive-subspace som.
Neural Computation, 9:1321-1344.

Kohonen et al., 1997b
Kohonen, T., Kaski, S., Lappalainen, H., and Salojärvi, J. (1997b).
The adaptive-subspace self-organizing map (ASSOM).
In Proceedings of WSOM'97, Workshop on Self-Organizing Maps, Espoo, Finland, June 4-6, pages 191-196. Helsinki University of Technology, Neural Networks Research Centre, Espoo, Finland.

Kohonen et al., 1984
Kohonen, T., Mäkisara, K., and Saramäki, T. (1984).
Phonotopic maps - insightful representation of phonological features for speech recognition.
In Proceedings of 7ICPR, International Conference on Pattern Recognition, pages 182-185, Los Alamitos, CA. IEEE Computer Soc. Press.

Kohonen et al., 1996c
Kohonen, T., Oja, E., Simula, O., Visa, A., and Kangas, J. (1996c).
Engineering applications of the self-organizing map.
Proceedings of the IEEE, 84(10):1358-84.

Koikkalainen, 1994
Koikkalainen, P. (1994).
Progress with the tree-structured self-organizing map.
In Cohn, A. G., editor, Proceedings of ECAI'94, 11th European Conference on Artificial Intelligence, pages 211-215, New York. John Wiley & Sons.

Koikkalainen and Oja, 1990
Koikkalainen, P. and Oja, E. (1990).
Self-organizing hierarchical feature maps.
In Proc. IJCNN-90-Wash-DC, International Joint Conference on Neural Networks, volume II, pages 279-285, Piscataway, NJ. IEEE Service Center.

Lagus, 1997
Lagus, K. (1997).
Map of WSOM'97 abstracts--alternative index.
In Proceedings of WSOM'97, Workshop on Self-Organizing Maps, Espoo, Finland, June 4-6, pages 368-372. Helsinki University of Technology, Neural Networks Research Centre, Espoo, Finland.

Lagus et al., 1996a
Lagus, K., Honkela, T., Kaski, S., and Kohonen, T. (1996a).
Self-organizing maps of document collections: A new approach to interactive exploration.
In Simoudis, E., Han, J., and Fayyad, U., editors, Proceedings of the Second International Conference on Knowledge Discovery and Data Mining, pages 238-243. AAAI Press, Menlo Park, California.

Lagus et al., 1996b
Lagus, K., Honkela, T., Kaski, S., and Kohonen, T. (1996b).
WEBSOM - a status report.
In Alander, J., Honkela, T., and Jakobsson, M., editors, Proceedings of STeP'96, Finnish Artificial Intelligence Conference, pages 73-78. Finnish Artificial Intelligence Society, Vaasa, Finland.

Lagus et al., 1996c
Lagus, K., Kaski, S., Honkela, T., and Kohonen, T. (1996c).
Browsing digital libraries with the aid of self-organizing maps.
In Proceedings of the Fifth International World Wide Web Conference WWW5, May 6-10, Paris, France, volume Poster Proceedings, pages 71-79. EPGL.

Leivian et al., 1997
Leivian, R., Peterson, W., and Gardner, M. (1997).
CorDex: a knowledge discovery tool.
In Proceedings of WSOM'97, Workshop on Self-Organizing Maps, pages 63-68. Helsinki University of Technology, Neural Networks Research Centre.

Lin, 1992
Lin, X. (1992).
Visualization for the document space.
In Proceedings of Visualization '92, pages 274-81, Los Alamitos, CA, USA. Center for Comput. Legal Res., Pace Univ., White Plains, NY, USA, IEEE Comput. Soc. Press.

Lin, 1997
Lin, X. (1997).
Map displays for information retrieval.
Journal of the American Society for Information Science, 48:40-54.

Lin et al., 1991
Lin, X., Soergel, D., and Marchionini, G. (1991).
A self-organizing semantic map for information retrieval.
In Proceedings of 14th. Ann. International ACM/SIGIR Conference on Research & Development in Information Retrieval, pages 262-269.

Mayberry III and Miikkulainen, 1994
Mayberry III, M. R. and Miikkulainen, R. (1994).
Lexical disambiguation based on distributed representations of context frequency.
In Proceedings of the 16th Annual Conference of the Cognitive Science Society.

Merkl, 1993
Merkl, D. (1993).
Structuring software for reuse - the case of self-organizing maps.
In Proceedings of IJCNN-93-Nagoya, International Joint Conference on Neural Networks, volume III, pages 2468-2471, Piscataway, NJ. IEEE Service Center.

Merkl, 1994
Merkl, D. (1994).
Self-Organization of Software Libraries: An Artificial Neural Network Approach.
PhD thesis, Institut für Angewandte Informatik und Informationssysteme, Universität Wien.

Merkl, 1995a
Merkl, D. (1995a).
Content-based document classification with highly compressed input data.
In Fogelman-Soulié, F. and Gallinari, P., editors, Proceedings of ICANN'95, International Conference on Artificial Neural Networks, volume II, pages 239-244, Nanterre, France. EC2.

Merkl, 1995b
Merkl, D. (1995b).
Content-based software classification by self-organization.
In Proceedings of ICNN'95, IEEE International Conference on Neural Networks, volume II, pages 1086-1091, Piscataway, NJ. IEEE Service Center.

Merkl, 1997
Merkl, D. (1997).
Lessons learned in text document classification.
In Proceedings of WSOM'97, Workshop on Self-Organizing Maps, Espoo, Finland, June 4-6, pages 316-321. Helsinki University of Technology, Neural Networks Research Centre, Espoo, Finland.

Merkl and Rauber, 1997
Merkl, D. and Rauber, A. (1997).
Alternative ways for cluster visualization in self-organizing maps.
In Proceedings of WSOM'97, Workshop on Self-Organizing Maps, Espoo, Finland, June 4-6, pages 106-111. Helsinki University of Technology, Neural Networks Research Centre, Espoo, Finland.

Merkl et al., 1994
Merkl, D., Tjoa, A. M., and Kappel, G. (1994).
Application of self-organizing feature maps with lateral inhibition to structure a library of reusable sotware components.
In Proceedings of ICNN'94, International Conference on Neural Networks, pages 3905-3908, Piscataway, NJ. IEEE Service Center.

Miikkulainen, 1990a
Miikkulainen, R. (1990a).
DISCERN: A Distributed Artificial Neural Network Model of Script Processing and Memory.
PhD thesis, Computer Science Department, University of California, Los Angeles.
(Tech. Rep UCLA-AI-90-05).

Miikkulainen, 1990b
Miikkulainen, R. (1990b).
A distributed feature map model of the lexicon.
In Proceedings of 12th Annual Conference of the Cognitive Science Society, pages 447-454, Hillsdale, NJ. Lawrence Erlbaum.

Miikkulainen, 1991
Miikkulainen, R. (1991).
A neural network model of script processing and memory.
In Proceedings of International Workshop on Fundamental Res. for the Next Generation of Natural Language Processing, Kyoto, Japan. ATR International.

Miikkulainen, 1993a
Miikkulainen, R. (1993a).
DISCERN: A distributed neural network model of script processing and memory.
In Proceedings of Third Twente Workshop on Language Technology, Twente, Netherlands. Computer Science Department, University of Twente.

Miikkulainen, 1993b
Miikkulainen, R. (1993b).
Subsymbolic Natural Language Processing: An Integrated Model of Scripts, Lexicon, and Memory.
MIT Press, Cambridge, MA.

Miikkulainen, 1997
Miikkulainen, R. (1997).
Self-organizing feature map model of the lexicon.
Brain and Language, 59:334-366.

Miikkulainen and Dyer, 1991
Miikkulainen, R. and Dyer, M. G. (1991).
Natural language processing with modular neural networks and distributed lexicon.
Cognitive Science, 15:343-399.

Mitra and Pal, 1994
Mitra, S. and Pal, S. (1994).
Self-organizing neural network as a fuzzy classifier.
IEEE Transactions on Systems, Man and Cybernetics, 24(3):385-99.

Mitra and Pal, 1996
Mitra, S. and Pal, S. (1996).
Fuzzy self-organization, inferencing, and rule generation.
IEEE Transactions on Systems, Man & Cybernetics, Part A [Systems & Humans], 26(5):608-20.

Pulkki, 1995
Pulkki, V. (1995).
Data averaging inside categories with the self-organizing map.
Report A27, Helsinki University of Technology, Laboratory of Computer and Information Science, Espoo, Finland.

Ritter and Kohonen, 1989
Ritter, H. and Kohonen, T. (1989).
Self-organizing semantic maps.
Biological Cybernetics, 61(4):241-254.

Ritter and Kohonen, 1990
Ritter, H. and Kohonen, T. (1990).
Learning 'semantotopic maps' from context.
In Proceedings of IJCNN-90-WASH-DC, International Joint Conference on Neural Networks, volume I, pages 23-26, Hillsdale, NJ. Lawrence Erlbaum.

Rozmus, 1995
Rozmus, J. (1995).
Information retrieval by self-organizing maps.
In Williams, M., editor, 16th National Online Meeting Proceedings - 1995, pages 349-54, Medford, NJ, USA. Smart Syst., USA, Learned Inf.

Scholtes, 1992a
Scholtes, J. C. (1992a).
Neural data oriented parsing.
In Proceedings of 3rd Twente Workshop on Language Technology, Twente, Netherlands. University of Twente.

Scholtes, 1992b
Scholtes, J. C. (1992b).
Resolving linguistic ambiguities with a neural data-oriented parsing (DOP) system.
In Aleksander, I. and Taylor, J., editors, Artificial Neural Networks, 2, volume II, pages 1347-1350, Amsterdam, Netherlands. North-Holland.

Scholtes, 1993
Scholtes, J. C. (1993).
Neural Networks in Natural Language Processing and Information Retrieval.
PhD thesis, Universiteit van Amsterdam, Amsterdam, Netherlands.

Scholtes and Bloembergen, 1992
Scholtes, J. C. and Bloembergen, S. (1992).
The design of a neural data-oriented parsing (DOP) model.
In Proceedings of IJCNN-92-Baltimore, International Joint Conference on Neural Networks, volume II, pages 69-72, Piscataway, NJ. IEEE Service Center.

Tirri, 1991
Tirri, H. (1991).
Implementing expert system rule conditions by neural networks.
New Generation Computing, 10(1):55-71.

Ultsch, 1993
Ultsch, A. (1993).
Self-organizing neural networks for visualization and classification.
In Opitz, O., Lausen, B., and Klar, R., editors, Information and Classification, pages 307-313, London, UK. Springer.

Ultsch and Siemon, 1990
Ultsch, A. and Siemon, H. (1990).
Kohonen's self organizing feature maps for exploratory data analysis.
In Proceedings of INNC'90, International Neural Network Conference, pages 305-308, Dordrecht, Netherlands. Kluwer.

von der Malsburg, 1973
von der Malsburg, C. (1973).
Self-organization of orientation sensitive cells in the striate cortex.
Kybernetik, 14:85-100.

Zavrel, 1995
Zavrel, J. (1995).
Neural information retrieval - an experimental study of clustering and browsing of document collections with neural networks.
Master's thesis, University of Amsterdam, Amsterdam, Netherlands.

Zavrel, 1996
Zavrel, J. (1996).
Neural navigation interfaces for information retrieval: are they more than an appealing idea?
Artificial Intelligence Review, 10(5-6):477-504.