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PUBLICATIONS 1994

J. Iivarinen, K. Valkealahti, A. Visa, and O. Simula, Feature Selection with Self-Organizing Feature Map, Proc. of International Conference on Artificial Neural Networks, ICANN'94, Sorrento, Italy, May 26-29, 1994, pp. 334-337.

J. Iivarinen, T. Kohonen, J. Kangas, and S. Kaski, Visualizing the Clusters on the Self-Organizing Map, Proc. of Conference on Artificial Intelligence Research in Finland, STeP-94, Turku, Finland, August 29-31, 1994, pp. 122-126.

J. Joutsensalo, Nonlinear Data Compression and Representation by Combining Self-Organizing Map and Subspace Rule, Proc. of International Conference on Neural Networks, Orlando, Florida, June 26 - July 2, 1994, pp. 637-640.

J. Joutsensalo, High-Resolution Bearing Estimation by Fourier Methods, in Signal Processing VII: Theories and Applications, Vol. II, pp. 637-640, M. Holt et al. (Eds.) (Proceedings of EUSIPCO-94, Edinburgh, Scotland, U.K., September 1994).

J. Joutsensalo, On the Fourier Methods for Estimating the Signal Subspace, Helsinki University of Technology, Laboratory of Computer and Information Science, Report A23, January 1994, 25 pages.

J. Kangas, Self-Organizing Maps in Error Tolerant Transmission of Vector Quantized Images, Helsinki University of Technology, Laboratory of Computer and Information Science, Report A21, 1993, 13 pages.

J. Kangas and T. Kohonen, Developments and Applications of the Self-Organizing Map and Related Algorithms, Proc. of SPRANN'94, IMACS International Symposium on Signal Processing, Robotics and Neural Networks, Lille, France, April 25-27, 1994, pp. 19-22.

J. Karhunen, Optimization Criteria and Nonlinear PCA Neural Networks, Proc. of International Conference on Neural Networks, Orlando, Florida, June 26 - July 2, 1994, pp. 1242-1246.

J. Karhunen, Stability of Oja's Subspace Rule, Neural Computation, Vol. 6, pp. 739-747, 1994.

J. Karhunen and J. Joutsensalo, Representation and Separation of Signals Using Nonlinear PCA Type Learning, Neural Networks, Vol. 7, pp. 113-127, 1994.

S. Kaski and T. Kohonen, Winner-Take-All Networks for Physiological Models of Competitive Learning, Neural Networks, Vol. 7, Nos. 6/7, pp. 973-984, 1994.

T. Kohonen, Physiological Model for the Self-Organizing Map, Proc. of World Congress on Neural Networks, 1994 International Neural Network Society Annual Meeting, San Diego, California, USA, June 4-9, 1994, pp. III-97 - III-102.

T. Kohonen, What Generalizations of the Self-Organizing Map Make Sense?, Proc. of International Conference on Artificial Neural Networks, ICANN'94, Sorrento, Italy, May 26-29, 1994, Vol. 1, pp. 292-297.

M. Kurimo, Corrective Tuning by Applying LVQ for Continuous Density and Semi-Continuous Markov Models, Proc. of International Symposium on Speech, Image Processing and Neural Networks, Hong Kong, April 1994, Vol. 2, pp. 718-721.

M. Kurimo, Hybrid Training Method for Tied Mixture Density Hidden Markov Models Using Learning Vector Quantization and Viterbi Estimation, Proc. of IEEE Workshop on Neural Networks for Signal Processing, Ermioni, Greece, September 1994, pp. 362-371.

H. Kälviäinen, P. Hirvonen, L. Xu, and E. Oja, Comparisons of Probabilistic and Non-Probabilistic Hough Transforms, Proc. Third European Conference on Computer Vision, ECCV, Stockholm, Sweden, May 2-6, 1994, pp. 351-360.

I. Linnankoski, M. Laakso, R. Aulanko, and L. Leinonen, Recognition of Emotions in Macaque Vocalizations by Children and Adults, Language and Communication, Vol. 14, pp. 183-192, 1994.

E. Oja, Neural Networks - Advantages and Applications, in E.S. Gelsema and L.N. Kanal (Eds.), Pattern Recognition in Practice IV (Amsterdam: Elsevier), pp. 359-365, 1994.

E. Oja, Beyond PCA: Statistical Expansions by Nonlinear Neural Networks, Proc. of International Conference on Artificial Neural Networks, ICANN-94, Sorrento, Italy, May 26-29, 1994, pp. 1049-1054.

E. Oja and J. Lampinen, Feature Extraction by Unsupervised Learning, in T. Ishiguro (Ed.), Cognitive Processing for Vision and Voice, Proc. Fourth NEC Research Symposium (Philadelphia: SIAM), pp. 63-76, 1994.

E. Oja and J. Lampinen, Unsupervised Learning for Feature Extraction, in J. M. Zurada, R.J. Marks II, and C.J. Robinson (Eds.), Computational Intelligence: Imitating Life (New York: IEEE Press), pp. 13-22, 1994.

K. Raivio and T. Kohonen, Detection of Nonlinearly Distorted and Two-Path Propagated Signals using SOM-Based Equalizers, Proc. of International Conference on Artificial Neural Networks, ICANN'94, Sorrento, Italy, May 26-29, 1994, Vol. 2, pp. 1037-1040.

H. Rihkanen, L. Leinonen, T. Hiltunen, and J. Kangas, Spectral Pattern Recognition of Improved Voice Quality, Journal of Voice, Vol. 8, pp. 320-326, 1994.

M. Vapola, O. Simula, T. Kohonen, and P. Meriläinen, Representation and Identification of Fault Conditions of an Anaesthesia System by Means of the Self-Organizing Map, Proc. of International Conference on Artificial Neural Networks, ICANN-94, Sorrento, Italy, May 26-29, 1994, pp. 350-353.

M. Vapola, O. Simula, T. Kohonen, and P. Meriläinen, Monitoring of an Anaesthesia System Using Self-Organizing Maps, Proc. of Conference on Artificial Intelligence Research in Finland, STeP-94, Turku, Finland, August 29-31, 1994, pp. 55-58.

A. Visa, Texture Segmentation Based on Neural Networks, Proc. of the 3rd International Conference on Fuzzy Logic, Neural Nets and Soft Computing, Iizuka, Japan, August 1-7, 1994, pp.145-149.

A. Visa, K. Valkealahti, J. Iivarinen, and O. Simula, Experiences from Operational Cloud Classifier Based on Self-Organising Map, SPIE Vol. 2243 Applications of Artificial Neural Networks V, pages 484-495, Orlando, Florida, April 5-8, 1994.



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