Teuvo Kohonen

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The on-line version of the Otaniemi speech recognition system

Olli Ventä, Erkki Reuhkala, Heikki Riittinen, 1982, ICASSP.

A computational model of visual attention

Teuvo Kohonen, 2003, Proceedings of the International Joint Conference on Neural Networks, 2003..

Speech recognition: a hybrid approach

Teuvo Kohonen, Kari Torkkola, T. Kohonen, 1998 .

Coloring that Reveals Cluster Structures in Multivariate Data

Jarkko Venna, Samuel Kaski, Teuvo Kohonen, 2000 .

A New Approach to Adaptive Filters

Teuvo Kohonen, T. Kohonen, 1988 .

Self-organizing maps of massive document collections

Teuvo Kohonen, 2000, Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks. IJCNN 2000. Neural Computing: New Challenges and Perspectives for the New Millennium.

Learning ″Semantotopic Maps″ from Context

Helge Ritter, Teuvo Kohonen, T. Kohonen, 1990 .

Methods for interpreting a self-organized map in data analysis

Samuel Kaski, Teuvo Kohonen, Janne Nikkilä, 1998, ESANN.

Optical Associative Memories

Teuvo Kohonen, 1988 .

Kohonen network

Timo Honkela, Teuvo Kohonen, T. Kohonen, 2007, Scholarpedia.

What Makes the SELF-ORGANIZING MAPS (SOM) so Particular among Learning Algorithms?

Teuvo Kohonen, 2015 .

Storage and Processing of Information in Distributed Associative Memory Systems

Teuvo Kohonen, Erkki Oja, P. Lehtio, 1981 .

A content-addressing software method for the elimination of neural networks

Olli Ventä, Teuvo Kohonen, 1988, IEEE 1988 International Conference on Neural Networks.

Learning vector quantization

Teuvo Kohonen, T. Kohonen, 1998 .

The Basic SOM

Teuvo Kohonen, T. Kohonen, 1995 .

Variants of SOM

Teuvo Kohonen, T. Kohonen, 1995 .

Contextually Self-Organized Maps of Chinese Words

Teuvo Kohonen, Hongbing Xing, 2011, WSOM.

Associative memory. A system-theoretical approach

Teuvo Kohonen, T. Kohonen, 1977 .

Self-Organizing Feature Maps

Teuvo Kohonen, 1988 .

The Foreword to the Special Issue of SOM (Self-Organizing Maps)

Teuvo Kohonen, 2002 .

Variants of self-organizing maps

Jorma Laaksonen, Teuvo Kohonen, Jari Kangas, 1990, International 1989 Joint Conference on Neural Networks.

Mapping content dependent acoustic information into context independent form by LVQ

Teuvo Kohonen, Kari Torkkola, Jyri Mäntysalo, 1994, Speech Commun..

Status Report Of The Finnish Phonetic Typewriter Project

Mikko Kurimo, Teuvo Kohonen, Jari Kangas, 1991 .

Contextual self-organizing map: software for constructing semantic representations

Ping Li, Xiaowei Zhao, Teuvo Kohonen, 2011, Behavior research methods.

On-line recognition of spoken words from a large vocabulary

Erkki Reuhkala, Heikki Riittinen, Seppo Haltsonen, 1984, Inf. Sci..

The self-organizing map

Teuvo Kohonen, T. Kohonen, 1990 .

Avaako neurolaskenta oven virtuaalimaailmaan

Teuvo Kohonen, 1996 .

Automatic Coloring of Data According to Its Cluster Structure

Jarkko Venna, Samuel Kaski, Teuvo Kohonen, 1997 .

Content-Addressable Processors

Teuvo Kohonen, 1980 .

Newsgroup Exploration with WEBSOM Method and Browsing Interface

Timo Honkela, Samuel Kaski, Teuvo Kohonen, 1996 .

Comparison of SOM Point Densities Based on Different Criteria

Teuvo Kohonen, T. Kohonen, 1999, Neural Computation.

The “neural” phonetic typewriter

Teuvo Kohonen, 1990 .

Browsing digital libraries with the aid of self-organizing maps

Timo Honkela, Samuel Kaski, Teuvo Kohonen, 1996 .

Self-Organization and Associative Memory, Second Edition

Teuvo Kohonen, T. Kohonen, 1988, Springer Series in Information Sciences.

Self-Organizing Maps and Learning Vector Quantization for Feature Sequences

Panu Somervuo, Teuvo Kohonen, T. Kohonen, 1999, Neural Processing Letters.

Things you haven't heard about the self-organizing map

Teuvo Kohonen, T. Kohonen, 1993, IEEE International Conference on Neural Networks.

Self–organized maps of sensory events

Teuvo Kohonen, 2003, Philosophical Transactions of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences.

Glossary of “Neural” Terms

Teuvo Kohonen, T. Kohonen, 1995 .

Data Mining by the Self-Organizing Map Method

Teuvo Kohonen, 2000 .

Self-organization and associative memory: 3rd edition

Teuvo Kohonen, T. Kohonen, 1989 .

Physiological interpretation of the Self-Organizing Map algorithm

Teuvo Kohonen, T. Kohonen, 1993, Neural Networks.

LVQPAK: A software package for the correct application of Learning Vector Quantization algorithms

Jorma Laaksonen, Teuvo Kohonen, Jari Kangas, 1992, [Proceedings 1992] IJCNN International Joint Conference on Neural Networks.

Computer simulation in brain science: Representation of sensory information in self-organizing feature maps, and the relation of these maps to distributed memory networks

Teuvo Kohonen, 1988 .

PERFORMANCE EVALUATION OF SELF-ORGANIZING MAP BASED NEURAL EQUALIZERS IN DYNAMIC DISCRETE-SIGNAL DETECTION

Olli Simula, Teuvo Kohonen, Kimmo Raivio, 1991 .

Fast Evolutionary Learning with Batch-Type Self-Organizing Maps

Teuvo Kohonen, 2004, Neural Processing Letters.

Experiments on the Use of LVQ in Phoneme-Level Segmentation of Speech

Teuvo Kohonen, Kari Torkkola, Jyri Mäntysalo, 1993 .

COGNITIVA 90 : at the crossroads of artificial intelligence, cognitive science, and neuroscience : proceedings of the Third COGNITIVA Symposium, Madrid, Spain, 20-23 November, 1990

Teuvo Kohonen, Françoise Fogelman-Soulie, 1991 .

WEBSOM -- A Status Report

Timo Honkela, Samuel Kaski, Teuvo Kohonen, 1996 .

Contextual Relations of Words in Grimm Tales, Analyzed by Self-Organizing Map

Timo Honkela, Teuvo Kohonen, Ville Pulkki, 1995 .

Classical Learning Systems

Teuvo Kohonen, T. Kohonen, 1988 .

Engineering applications of the self-organizing map

Erkki Oja, Olli Simula, Ari Visa, 1996, Proc. IEEE.

The self-organizing map

Teuvo Kohonen, T. Kohonen, 1990, Neurocomputing.

In: Self-organising Maps

Teuvo Kohonen, T. Kohonen, 1995 .

Notes on Neural Computing

Teuvo Kohonen, 1988 .

Tips for Processing and Color-coding of Self-Organizing Maps

Samuel Kaski, Teuvo Kohonen, T. Kohonen, 1998 .

An Overview of SOM Literature

Teuvo Kohonen, T. Kohonen, 1995 .

The CAM as a System Part

Teuvo Kohonen, 1980 .

Practical Problems and Vistas of Neural Computing (Position Statement)

Teuvo Kohonen, 1989, IFIP Congress.

Combining linear equalization and self-organizing adaptation in dynamic discrete-signal detection

Olli Simula, Olli Ventä, Teuvo Kohonen, 1990, 1990 IJCNN International Joint Conference on Neural Networks.

Logic Principles of Content-Addressable Memories

Teuvo Kohonen, 1980 .

Speech recognition based on topology-preserving neural maps

Teuvo Kohonen, T. Kohonen, 1989 .

Exploration of large document collections by self-organizing maps

Teuvo Kohonen, T. Kohonen, 1998 .

A nonheuristic automatic composing method

Teuvo Kohonen, Kari Torkkola, P. Laine, 1991 .

Self-Organizing Maps, Second Edition

Teuvo Kohonen, T. Kohonen, 1997, Springer Series in Information Sciences.

Handling Context-Dependencies in Speech by LVQ

Teuvo Kohonen, Kari Torkkola, Jyri Mäntysalo, 1993 .

Hardware for SOM

Teuvo Kohonen, T. Kohonen, 1995 .

A Simple Paradigm for the Self-Organized Formation of Structured Feature Maps

Teuvo Kohonen, T. Kohonen, 1982 .

An Unsupervised Learning Method that Produces Organized Representations from Real Information

Teuvo Kohonen, T. Kohonen, 2000, ANNIMAB.

Microprocessor implementation of a large vocabulary speech recognizer and phonetic typewriter for Finnish and Japanese

Olli Ventä, Teuvo Kohonen, Jari Kangas, 1987, ECST.

Self-Organized Formation of Various Invariant-Feature Filters in the Adaptive-Subspace SOM

Samuel Kaski, Teuvo Kohonen, Harri Lappalainen, 1997, Neural Computation.

LVQ-based speech recognition with high-dimensional context vectors

Teuvo Kohonen, Kari Torkkola, Jyri Mäntysalo, 1992, ICSLP.

Associative Memory, Content Addressing, and Associative Recall

Teuvo Kohonen, 1987 .

Self-Organization and Associative Memory, Third Edition

Teuvo Kohonen, T. Kohonen, 1989, Springer Series in Information Sciences.

Application of the subspace method to speech recognition

Teuvo Kohonen, Matti Jalanko, 1978, ICASSP.

Self-Organizing Maps of Massive Databases

Teuvo Kohonen, T. Kohonen, 2001 .

An Adaptive Associative Memory Principle

Teuvo Kohonen, T. Kohonen, 1974, IEEE Transactions on Computers.

STATISTICAL PATTERN RECOGNITION REVISITED

Teuvo Kohonen, T. Kohonen, 1990 .

Creating an Order in Digital Libraries with Self-Organizing Maps

Timo Honkela, Samuel Kaski, Teuvo Kohonen, 1996 .

Artificial neural networks : proceedings of the 1991 International Conference on Artificial Neural Networks (ICANN-91), Espoo, Finland, 24-28 June, 1991

Teuvo Kohonen, T. Kohonen, 1991 .

Exploration of very large databases by self-organizing maps

Teuvo Kohonen, T. Kohonen, 1997, Proceedings of International Conference on Neural Networks (ICNN'97).

On Biological Associative Memory

Teuvo Kohonen, 1977 .

THE HYPERMAP ARCHITECTURE

Teuvo Kohonen, 1991 .

Phonetic typewriter for Finnish and Japanese

Olli Ventä, Teuvo Kohonen, Jari Kangas, 1988, ICASSP-88., International Conference on Acoustics, Speech, and Signal Processing.

Justification of Neural Modeling

Teuvo Kohonen, T. Kohonen, 1997 .

Review of Research Since 1979

Teuvo Kohonen, 1987 .

Developments and applications of the self-organizing map and related algorithms

Teuvo Kohonen, Jari Kangas, T. Kohonen, 1996 .

Where the abstract feature maps of the brain might come from

Teuvo Kohonen, Riitta Hari, T. Kohonen, 1999, Trends in Neurosciences.

An Indexed Bibliography of Genetic Algorithms and Neural Networks

Jarmo T. Alander, Teuvo Kohonen, T. Kohonen, 2012 .

Winner-take-all networks for physiological models of competitive learning

Samuel Kaski, Teuvo Kohonen, T. Kohonen, 1994, Neural Networks.

Visualizing the Clusters on the Self-Organizing Map

Samuel Kaski, Teuvo Kohonen, Jari Kangas, 1994 .

Improved versions of learning vector quantization

Teuvo Kohonen, T. Kohonen, 1990, 1990 IJCNN International Joint Conference on Neural Networks.

Essentials of the self-organizing map

Teuvo Kohonen, T. Kohonen, 2013, Neural Networks.

Content-addressable memories

Teuvo Kohonen, T. Kohonen, 1980 .

Median strings

Teuvo Kohonen, T. Kohonen, 1985, Pattern Recognit. Lett..

Self-Organization and Associative Memory

Teuvo Kohonen, T. Kohonen, 1988 .

BIBLIOGRAPHY OF SELF-ORGANIZING MAP (SOM) PAPERS: 2002-2005 ADDENDUM

Timo Honkela, Teuvo Kohonen, T. Kohonen, 2009 .

Visual feature analysis by the self-organising maps

Erkki Oja, Teuvo Kohonen, E. Oja, 1998, Neural Computing & Applications.

LVQ_PAK: The Learning Vector Quantization Program Package

Jorma Laaksonen, Teuvo Kohonen, Jari Kangas, 1996 .

On the Quantization Error in SOM vs. VQ: A Critical and Systematic Study

Timo Honkela, Teuvo Kohonen, Ilari T. Nieminen, 2009, WSOM.

Data Management by Self-Organizing Maps

Teuvo Kohonen, T. Kohonen, 2008, WCCI.

Mining massive document collections by the WEBSOM method

Samuel Kaski, Teuvo Kohonen, Krista Lagus, 2004, Inf. Sci..

WEBSOM - Self-organizing maps of document collections

Timo Honkela, Samuel Kaski, Teuvo Kohonen, 1998, Neurocomputing.

Very Large Two-Level SOM for the Browsing of Newsgroups

Timo Honkela, Samuel Kaski, Teuvo Kohonen, 1996, ICANN.

Self-Organization of Very Large Document Collections: State of the Art

Teuvo Kohonen, T. Kohonen, 1998 .

Adaptive Formation of Optimal Associative Mappings

Teuvo Kohonen, 1977 .

Exploration of full-text databases with self-organizing maps

Timo Honkela, Samuel Kaski, Teuvo Kohonen, 1996, Proceedings of International Conference on Neural Networks (ICNN'96).

4311 Works That Have Been Based on the Self-Organizing Map (SOM) Method Developed by Kohonen

Teuvo Kohonen, T. Kohonen, 2000 .

Detection of Nonlinearly Distorted and Two-Path Propagated Signals Using a Neural Network Based Equalizer

Teuvo Kohonen, Kimmo Raivio, T. Kohonen, 1993 .

Emergence of invariant-feature detectors in the adaptive-subspace self-organizing map

Teuvo Kohonen, T. Kohonen, 1996, Biological Cybernetics.

Self-organized formation of topologically correct feature maps

Teuvo Kohonen, T. Kohonen, 2004, Biological Cybernetics.

Application of novelty filter to segmentation of speech

Seppo Haltsonen, Teuvo Kohonen, Matti Jalanko, 1978, ICASSP.

Self organization of a massive text document collection

Samuel Kaski, Teuvo Kohonen, Jarkko Salojärvi, 1999 .

Representation of Associated Data by Matrix Operators

Teuvo Kohonen, Matti Ruohonen, T. Kohonen, 1973, IEEE Transactions on Computers.

Three D-Dynamic Scene Analysis: A Stereo Based Approach

Olivier Faugeras, Zhengyou Zhang, Teuvo Kohonen, 1992 .

Representation Of Sensory Information In Self-Organizing Feature Maps, And Relation Of These Maps To Distributed Memory Networks

Teuvo Kohonen, T. Kohonen, 1986, Other Conferences.

Physiological interpretationm of the self-organizing map algorithm

Teuvo Kohonen, T. Kohonen, 1993 .

Self organization of a massive document collection

Samuel Kaski, Teuvo Kohonen, Jarkko Salojärvi, 2000, IEEE Trans. Neural Networks Learn. Syst..

Self-Organizing Maps of Document Collections

Timo Honkela, Samuel Kaski, Teuvo Kohonen, 1996 .

How to make large self-organizing maps for nonvectorial data

Panu Somervuo, Teuvo Kohonen, T. Kohonen, 2002, Neural Networks.

Websom for Textual Data Mining

Timo Honkela, Samuel Kaski, Teuvo Kohonen, 1999, Artificial Intelligence Review.

Correlation Matrix Memories

Teuvo Kohonen, T. Kohonen, 1972, IEEE Transactions on Computers.

Detection of spectral changes: natural vowels versus two-frequency sounds

Riitta Salmelin, Teuvo Kohonen, Olli V. Lounasmaa, 2000 .

What Generalizations of the Self-Organizing Map Make Sense?

Teuvo Kohonen, 1994 .

Self-Organizing Maps of Document Collections: A New Approach to Interactive Exploration

Timo Honkela, Samuel Kaski, Teuvo Kohonen, 1996, KDD.

Modeling of automatic capture and focusing of visual attention

Teuvo Kohonen, T. Kohonen, 2002, Proceedings of the National Academy of Sciences of the United States of America.

Self-Organizing Maps

Teuvo Kohonen, T. Kohonen, Gary G. Yen, 2010 .

Bibliography of Self-Organizing Map (SOM) Papers: 1981-1997

Samuel Kaski, Teuvo Kohonen, Jari Kangas, 1998 .

Statistical pattern recognition with neural networks

Teuvo Kohonen, Ron Chrisley, György Barna, 1988, Neural Networks.

Learning Vector Quantisation and the Self Organising Map

Teuvo Kohonen, T. Kohonen, 1992 .

A Hybrid Approach to Continuous Speech Recognition

Teuvo Kohonen, Kari Torkkola, 1995 .

Correction of quasiphoneme strings by the dynamically expanding context

Teuvo Kohonen, Kari Torkkola, 1988, [1988 Proceedings] 9th International Conference on Pattern Recognition.

Spotting Relevant Information in Extremely Large Document Collections

Teuvo Kohonen, 1999, Fuzzy Days.

An introduction to neural computing

Teuvo Kohonen, T. Kohonen, 1988, Neural Networks.

The block diagram of the recognition system is

Kai Makisara, Teuvo Kohonen, Subspace Method, 1982 .

Self-organizing maps of symbol strings

Panu Somervuo, Teuvo Kohonen, T. Kohonen, 1998, Neurocomputing.

Clustering and Visualization of Large Protein Sequence Databases by Means of an Extension on the Self-Organizing Map

Panu Somervuo, Teuvo Kohonen, T. Kohonen, 2000, Discovery Science.

New developments of nonlinear projections for the visualization of structures in nonvectorial data sets

Teuvo Kohonen, T. Kohonen, 2011 .

Associative Search Methods

Teuvo Kohonen, 1977 .

Self‐organization, memorization, and associative recall of sensory information by brain‐like adaptive networks

Teuvo Kohonen, T. Kohonen, 2009 .

Representation and Identification of Fault Conditions of an Anaesthesia System by Means of the Self-Organizing Map

Olli Simula, Teuvo Kohonen, Pekka Merilainen, 1994 .

Optimal Associative Mappings

Teuvo Kohonen, 1988 .

Self-Organizing Maps of Very Large Document Collections: Justification for the WEBSOM Method

Timo Honkela, Samuel Kaski, Teuvo Kohonen, 1998 .

Start-up behaviour of a neural network assisted decision feedback equaliser in a two-path channel

Olli Simula, Teuvo Kohonen, Kimmo Raivio, 1992, [Conference Record] SUPERCOMM/ICC '92 Discovering a New World of Communications.

The 'neural' phonetic typewriter

Teuvo Kohonen, T. Kohonen, 1988, Computer.

Monitoring of an Anaesthesia System Using Self-Organizing Maps

Olli Simula, Teuvo Kohonen, Pekka Merilainen, 1994 .

The Adaptive-Subspace Self-Organizing Map (ASSOM)

Samuel Kaski, Teuvo Kohonen, Jarkko Salojärvi, 1997 .

Software Tools for SOM

Teuvo Kohonen, T. Kohonen, 2001 .

Automatic Pattern Recognition - A Challenge to Computer Technology

Teuvo Kohonen, T. Kohonen, 1980, IFIP Congress.

Contextually self-organized maps of Chinese words : Part 2

Teuvo Kohonen, 2010 .

Self-organizing neural projections

Teuvo Kohonen, T. Kohonen, 2006, Neural Networks.

Content Addressing by Software

Teuvo Kohonen, 1987 .

SOM_PAK: The Self-Organizing Map Program Package

Jorma Laaksonen, Teuvo Kohonen, Jari Kangas, 1996 .

Methods for Exploratory Cluster Analysis

Samuel Kaski, Teuvo Kohonen, Janne Nikkilä, 2003, Intelligent Exploration of the Web.

International Conference on Artificial Neural Networks (ICANN96), Bochum, Germany, July 16-19, 1996

Timo Honkela, Samuel Kaski, Teuvo Kohonen, 1996 .

More About Biological Memory

Teuvo Kohonen, T. Kohonen, 1988 .

The SOM Methodology

Teuvo Kohonen, 1998 .

A redundant hash addressing method adapted for the postprocessing and error-correction of computer recognized speech

Erkki Reuhkala, Teuvo Kohonen, Matti Jalanko, 1979, ICASSP.

Self-Organizing Maps, Third Edition

Teuvo Kohonen, T. Kohonen, 2001, Springer Series in Information Sciences.

Transient map method in stop consonant discrimination

Teuvo Kohonen, Jari Kangas, 1989, EUROSPEECH.

Spectral classification of phonemes by learning subspaces

Heikki Riittinen, Teuvo Kohonen, Gábor Németh, 1979, ICASSP.

Visual Explorations in Finance

Teuvo Kohonen, Guido Deboeck, T. Kohonen, 1998 .

Adaptation of a linear system to a finite set of patterns occurring in an arbitrarily varying order

Erkki Oja, Teuvo Kohonen, E. Oja, 1974 .

AnAdaptive Associative MemoryPrinciple

Teuvo Kohonen, T. Kohonen, 1974 .

The self-organizing feature maps

Teuvo Kohonen, T. Kohonen, K Mäkisara, 1989 .

5th Workshop on Self-Organizing Maps : Paris 1 Panthéon-Sorbonne University 5th-8th September 2005 : proceedings

Barbara Hammer, Samuel Kaski, Teuvo Kohonen, 2005 .

Chapter 10 Self-organization of very large document collections

Samuel Kaski, Teuvo Kohonen, Jarkko Salojärvi, .

Computing with neural networks.

Erkki Oja, Teuvo Kohonen, E. Oja, 1987, Science.

Exploration of Statistical and Textual Information by Means of Self-Organizing Maps

Teuvo Kohonen, 1999 .

Clustering of Human Endogenous Retrovirus Sequences with Median Self-Organizing Map

Samuel Kaski, Panu Somervuo, Teuvo Kohonen, 2003 .

Structures of Welfare and Poverty in the World Discovered by the Self-Organizing Map

Samuel Kaski, Teuvo Kohonen, T. Kohonen, 1995 .

Generalizations of the self-organizing map

Teuvo Kohonen, T. Kohonen, 1993, Proceedings of 1993 International Conference on Neural Networks (IJCNN-93-Nagoya, Japan).