QUINQUENNIAL REPORT (1994-1998)

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THE WHOLE REPORT

(30 MB)    (8.4 MB, gzipped)

(53 MB)    (8.6 MB, gzipped)

CONTENTS

	The Self-Organizing Map (SOM) Teuvo Kohonen
	Analyzing Self-Organization in the SOM Adrian Flanagan
	Point Density of the Model Vectors in the SOM Teuvo Kohonen
	The Median SOM Teuvo Kohonen
	Self-Organizing Maps of Symbol Strings Teuvo Kohonen and Panu Somervuo
	The SOM as a Model of Brain Maps Teuvo Kohonen
	Winner-Take-All (WTA) Network Samuel Kaski and Teuvo Kohonen
	The Adaptive-Subspace Self-Organizing Map Teuvo Kohonen, Samuel Kaski, and Harri Lappalainen
	Speedup of SOM Computation Teuvo Kohonen
	Fast Evolutionary Learning in the SOM Teuvo Kohonen
	Statistical Data Analysis by the Self-Organizing Map Samuel Kaski and Teuvo Kohonen
	Methods for Interpreting Self-Organized Maps in Data Analysis Samuel Kaski, Janne Nikkilä, and Teuvo Kohonen
	Coloring that Reveals High-Dimensional Structures in Data Samuel Kaski, Jarkko Venna, and Teuvo Kohonen
	Self-Organization of Very Large Document Collections Teuvo Kohonen, Samuel Kaski, Krista Lagus, Timo Honkela, Jarkko Salojärvi, Jukka Honkela, Vesa Paatero, Antti Saarela, and Antti Ahonen
	Construction of Random Projections of Word Histograms by Pointers Teuvo Kohonen
	Method for Characterizing Document Map Areas with Keywords Krista Lagus and Samuel Kaski
	Using Self-Organizing Maps for Natural Language Processing Timo Honkela, Ville Pulkki, and Teuvo Kohonen
	Speech Recognition Mikko Kurimo and Panu Somervuo
	Using SOM and LVQ for HMM Training Mikko Kurimo
	Competing Hidden Markov Models on the Self-Organizing Map Panu Somervuo
	Time Topology for the Self-Organizing Map Panu Somervuo
	The Self-Organizing Map and Learning Vector Quantization for Feature Sequences Panu Somervuo and Teuvo Kohonen
	Redundant Hash Addressing of Feature Sequences using the Self-Organizing Map Panu Somervuo
	Speech Recognition for the Hearing-Impaired Panu Somervuo
	Application of the Self-Organizing Map to the Categorization of Voice and Articulation Disorders, and to Exploration of Emotional Variation of Voice Quality Lea Leinonen
	Self-Organizing Map in Recognition of Topographic Patterns of EEG Spectra Sirkka-Liisa Joutsiniemi and Samuel Kaski
	Increasing the Error Tolerance in Transmission of Vector Quantized Images by Self-Organizing Maps Jari Kangas
	Extraction of Features Using Sparse Coding Harri Lappalainen
	Neural Networks for Nonlinear Principal Component Analysis, Independent Component Analysis, and Blind Signal Separation Erkki Oja, Juha Karhunen, Jyrki Joutsensalo, Aapo Hyvärinen, and Petteri Pajunen
	Nonlinear PCA Networks and Optimization Criteria Juha Karhunen, Erkki Oja, Petteri Pajunen, Liuyue Wang, and Jyrki Joutsensalo
	Blind Signal Separation and Independent Component Analysis Erkki Oja, Juha Karhunen, Jyrki Joutsensalo, Aapo Hyvärinen, Petteri Pajunen, and Ricardo Vigario
	One-unit and Fixed-point ICA Algorithms with Applications Aapo Hyvärinen, Erkki Oja, Razvan Cristescu, Patrik Hoyer, Jarmo Hurri, and Kimmo Kiviluoto
	Robust Fitting by Nonlinear Neural Units Erkki Oja and Liuyue Wang
	Analysis of Independent Components in EEG and MEG Ricardo Vigario, Jaakko Särelä, and Erkki Oja
	Extensions of the Basic Source Separation Problem Petteri Pajunen, Juha Karhunen, Aapo Hyvärinen, Harri Lappalainen, and Simona Malaroiu
	Intelligent Process Data Analysis Olli Simula, Jussi Ahola, Esa Alhoniemi, Johan Himberg, Pekka Hippeläinen, Jaakko Hollmen, Juha Parhankagas, Jukka Parviainen, and Juha Vesanto
	Adaptive Receivers Based on Self-Organizing Maps Kimmo Raivio, Olli Simula, and Teuvo Kohonen
	Adaptive Resource Management Methods in Telecommunications Haitao Tang and Olli Simula
	Subspace Techniques in CDMA Reception Jyrki Joutsensalo and Juha Karhunen
	Satellite Image Analysis Jukka Iivarinen, Markus Peura, Olli Simula, Kimmo Valkealahti, and Ari Visa
	Land-Based Cloud Classification Markus Peura and Ari Visa
	Application of Statistical and Neural Classifiers to Recognition of Handwritten Digits Erkki Oja, Jorma Laaksonen, and Lassi Tuura
	Adaptive On-line Recognition of Handwritten Characters Erkki Oja, Jorma Laaksonen, Vuokko Vuori, Matti Aksela, and Jarmo Hurri
	Fault Analysis of Running Paper Web Jukka Iivarinen and Ari Visa
	Analysis of Irregular and Hierarchical Visual Objects Markus Peura
	Texture Classification with Reduced Multidimensional Histograms Erkki Oja and Kimmo Valkealahti
	PicSOM: Self-Organizing Maps for Content-Based Image Retrieval Erkki Oja, Jorma Laaksonen, Markus Koskela, and Sami Brandt
	Learning and Intelligent Image and Signal Analysis Erkki Oja
	Neural Methods for Analyzing Financial Information: How to Find the Enterprises with High Bankruptcy Risk? Kimmo Kiviluoto, Erkki Oja, and Jyrki Maaranen
	Methods for Decision Support in Diabetes Care Mikko Mäkipää
	Self-Organizing Map for Data Mining in MATLAB: the SOM Toolbox Juha Vesanto, Esa Alhoniemi, Johan Himberg, Kimmo Kiviluoto, and Jukka Parviainen