Teuvo Kohonen
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Finnish computer scientist
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Teuvo Kohonencomputer-science Degrees
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Computer Science
Teuvo Kohonen's Degrees
- PhD Electrical Engineering Helsinki University of Technology
- Masters Engineering Physics Helsinki University of Technology
Why Is Teuvo Kohonen Influential?
(Suggest an Edit or Addition)According to Wikipedia, Teuvo Kalevi Kohonen was a Finnish computer scientist. He was professor emeritus of the Academy of Finland. Career Kohonen studied at the Helsinki University of Technology and graduated with a master's degree in engineering in 1957. He received his doctorate in 1962 and stayed at the university with a faculty position until 1993. He was an academy professor of the Academy of Finland between 1975 and 1999.
Teuvo Kohonen's Published Works
Published Works
- The self-organizing map (1990) (9796)
- Self-Organizing Maps (1995) (9589)
- Self-organized formation of topologically correct feature maps (2004) (7539)
- Self-Organization and Associative Memory (1988) (7135)
- Self-organized formation of topographically correct feature maps (1982) (2936)
- Self-organization and associative memory: 3rd edition (1989) (2771)
- An introduction to neural computing (1988) (1498)
- Self-Organizing Maps, Third Edition (2001) (1125)
- Self-Organization and Associative Memory, Third Edition (1989) (1098)
- Essentials of the self-organizing map (2013) (1038)
- Self organization of a massive document collection (2000) (1034)
- Correlation Matrix Memories (1972) (901)
- Engineering applications of the self-organizing map (1996) (853)
- The 'neural' phonetic typewriter (1988) (685)
- SOM_PAK: The Self-Organizing Map Program Package (1996) (677)
- WEBSOM - Self-organizing maps of document collections (1998) (625)
- Associative memory. A system-theoretical approach (1977) (600)
- Improved versions of learning vector quantization (1990) (557)
- Statistical pattern recognition with neural networks: benchmarking studies (1988) (518)
- Self-organizing semantic maps (1989) (450)
- Visual Explorations in Finance with Self-Organizing Maps (1998) (405)
- Bibliography of Self-Organizing Map SOM) Papers: 1998-2001 Addendum (2003) (392)
- Variants of self-organizing maps (1990) (368)
- Self-Organizing Maps, Second Edition (1997) (363)
- Bibliography of Self-Organizing Map (SOM) Papers: 1981-1997 (1998) (361)
- Theory of Reconstruction from Image Motion (1992) (361)
- Content-addressable memories (1980) (338)
- LVQ_PAK: The Learning Vector Quantization Program Package (1996) (333)
- Learning vector quantization (1998) (328)
- In: Self-organising Maps (1995) (326)
- Analysis of a simple self-organizing process (1982) (295)
- Self-organizing maps of symbol strings (1998) (281)
- Self-Organization and Associative Memory, Second Edition (1988) (257)
- How to make large self-organizing maps for nonvectorial data (2002) (256)
- Exploratory Data Analysis by the Self-Organizing Map: Structures of Welfare and Poverty in the World (1996) (226)
- Self-Organizing Maps of Document Collections: A New Approach to Interactive Exploration (1996) (214)
- Exploration of very large databases by self-organizing maps (1997) (206)
- Mining massive document collections by the WEBSOM method (2004) (196)
- Visual Explorations in Finance (1998) (196)
- Newsgroup Exploration with WEBSOM Method and Browsing Interface (1996) (184)
- Adaptive, associative, and self-organizing functions in neural computing. (1987) (181)
- Physiological interpretationm of the self-organizing map algorithm (1993) (174)
- Self-Organization of Very Large Document Collections: State of the Art (1998) (173)
- Contextual Relations of Words in Grimm Tales, Analyzed by Self-Organizing Map (1995) (167)
- Self-Organizing Maps and Learning Vector Quantization for Feature Sequences (1999) (164)
- Self-Organized Formation of Various Invariant-Feature Filters in the Adaptive-Subspace SOM (1997) (164)
- Physiological interpretation of the Self-Organizing Map algorithm (1993) (151)
- Things you haven't heard about the self-organizing map (1993) (149)
- LVQPAK: A software package for the correct application of Learning Vector Quantization algorithms (1992) (137)
- Methods for interpreting a self-organized map in data analysis (1998) (135)
- Winner-take-all networks for physiological models of competitive learning (1994) (133)
- Self organization of a massive text document collection (1999) (131)
- Emergence of invariant-feature detectors in the adaptive-subspace self-organizing map (1996) (128)
- Representation of Associated Data by Matrix Operators (1973) (127)
- Median strings (1985) (127)
- Very Large Two-Level SOM for the Browsing of Newsgroups (1996) (119)
- Storage and Processing of Information in Distributed Associative Memory Systems (1981) (111)
- Websom for Textual Data Mining (1999) (108)
- Appendix 2.4 Stopping Rule 2.3 Fine Tuning Using the Basic Lvq1 or Lvq2.1 Lvq Pak: a Program Package for the Correct Application of Learning Vector Quantization Algorithms (1992) (105)
- Self-organizing neural projections (2006) (101)
- SELF-ORGANIZING MAPS: OPHMIZATION APPROACHES (1991) (88)
- Creating an Order in Digital Libraries with Self-Organizing Maps (1996) (87)
- A principle of neural associative memory (1977) (85)
- Self-Organizing Feature Maps (1988) (82)
- An Adaptive Associative Memory Principle (1974) (79)
- Fast adaptive formation of orthogonalizing filters and associative memory in recurrent networks of neuron-like elements (1976) (75)
- Developments and applications of the self-organizing map and related algorithms (1996) (75)
- Statistical pattern recognition with neural networks (1988) (74)
- Where the abstract feature maps of the brain might come from (1999) (74)
- Comparison of SOM Point Densities Based on Different Criteria (1999) (70)
- BIBLIOGRAPHY OF SELF-ORGANIZING MAP (SOM) PAPERS: 2002-2005 ADDENDUM (2009) (70)
- Self-Organizing Maps of Very Large Document Collections: Justification for the WEBSOM Method (1998) (65)
- Kohonen network (2007) (64)
- THE HYPERMAP ARCHITECTURE (1991) (63)
- A Simple Paradigm for the Self-Organized Formation of Structured Feature Maps (1982) (58)
- Coloring that Reveals Cluster Structures in Multivariate Data (2000) (56)
- Self-Organizing Maps of Document Collections (1996) (55)
- Combining linear equalization and self-organizing adaptation in dynamic discrete-signal detection (1990) (55)
- Visualizing the Clusters on the Self-Organizing Map (1994) (55)
- Coloring that reveals high-dimensional structures in data (1999) (51)
- The subspace learning algorithm as a formalism for pattern recognition and neural networks (1988) (50)
- Exploration of full-text databases with self-organizing maps (1996) (49)
- STATISTICAL PATTERN RECOGNITION REVISITED (1990) (49)
- Speech recognition based on topology-preserving neural maps (1989) (47)
- Phonetic typewriter for Finnish and Japanese (1988) (47)
- Generalizations of the self-organizing map (1993) (45)
- Spectral classification of phonemes by learning subspaces (1979) (43)
- Contentaddressable Memories (1987) (40)
- Three D-Dynamic Scene Analysis: A Stereo Based Approach (1992) (39)
- Microprocessor implementation of a large vocabulary speech recognizer and phonetic typewriter for Finnish and Japanese (1987) (38)
- Self-organizing maps of massive document collections (2000) (38)
- Self-Organizing Maps of Symbol Strings with Application to Speech Recognition (1997) (38)
- Statistical Aspects of the WEBSOM System in Organizing Document Collections (1998) (37)
- Self-Organized Formation of Colour Maps in a Model Cortex (1985) (36)
- Status Report Of The Finnish Phonetic Typewriter Project (1991) (36)
- Clustering and Visualization of Large Protein Sequence Databases by Means of an Extension on the Self-Organizing Map (2000) (35)
- On the Quantization Error in SOM vs. VQ: A Critical and Systematic Study (2009) (33)
- The Basic SOM (1995) (32)
- Self-Organizing Maps of Massive Databases (2001) (31)
- Learning ″Semantotopic Maps″ from Context (1990) (30)
- Workshop on Self-Organizing Maps (WSOM'97), Espoo, Finland, June 4-6, 1997 (1997) (30)
- Representation Of Sensory Information In Self-Organizing Feature Maps, And Relation Of These Maps To Distributed Memory Networks (1986) (29)
- Speech recognition: a hybrid approach (1998) (27)
- New developments and applications of self-organizing maps (1996) (26)
- Representation of sensory information in self-organizing feature maps (1987) (26)
- The Self-Organising Map, a Possible Model of Brain Maps (1997) (26)
- Fast Evolutionary Learning with Batch-Type Self-Organizing Maps (1999) (25)
- The Adaptive-Subspace Self-Organizing Map (ASSOM) (1997) (25)
- On-line recognition of spoken words from a large vocabulary (1984) (24)
- Contextual self-organizing map: software for constructing semantic representations (2011) (24)
- Methods for Exploratory Cluster Analysis (2003) (24)
- Tips for Processing and Color-coding of Self-Organizing Maps (1998) (22)
- A self-learning musical grammar, or 'associative memory of the second kind' (1989) (22)
- Browsing digital libraries with the aid of self-organizing maps (1996) (22)
- LVQ-based speech recognition with high-dimensional context vectors (1992) (21)
- Analysis of processes and large data sets by a self-organizing method (1999) (21)
- Visual feature analysis by the self-organising maps (1998) (21)
- Structures of Welfare and Poverty in the World Discovered by the Self-Organizing Map (1995) (20)
- Data Management by Self-Organizing Maps (2008) (20)
- Associative recall of images (2004) (20)
- Representation and Identification of Fault Conditions of an Anaesthesia System by Means of the Self-Organizing Map (1994) (19)
- A nonheuristic automatic composing method (1991) (19)
- Learning Vector Quantisation and the Self Organising Map (1992) (18)
- Mapping content dependent acoustic information into context independent form by LVQ (1994) (18)
- The SOM Methodology (1998) (16)
- A new model for randomly organized associative memory. (1973) (16)
- Contextually Self-Organized Maps of Chinese Words (2011) (15)
- Clustering of Human Endogenous Retrovirus Sequences with Median Self-Organizing Map (2003) (14)
- What Generalizations of the Self-Organizing Map Make Sense? (1994) (14)
- Optical Associative Memories (1988) (14)
- Self–organized maps of sensory events (2003) (13)
- Representation of Information in Spatial Maps which are Produced by Self-Organization (1983) (12)
- PERFORMANCE EVALUATION OF SELF-ORGANIZING MAP BASED NEURAL EQUALIZERS IN DYNAMIC DISCRETE-SIGNAL DETECTION (1991) (11)
- Modelling of neural associative memory. (1974) (10)
- Workstation-based phonetic typewriter (1991) (10)
- Exploration of large document collections by self-organizing maps (1998) (9)
- Strategies and Tactics for the Application of Neural Networks to Industrial Electronics (1997) (9)
- Transient map method in stop consonant discrimination (1989) (9)
- Adaptation of a linear system to a finite set of patterns occurring in an arbitrarily varying order (1974) (9)
- Modeling of automatic capture and focusing of visual attention (2002) (9)
- Notes on Neural Computing (1988) (8)
- Associative memory and pattern recognition. (1978) (8)
- An Overview of SOM Literature (1995) (7)
- Application of the subspace method to speech recognition (1978) (7)
- Description of Input Patterns by Linear Mixtures of SOM Models (2007) (6)
- Application of novelty filter to segmentation of speech (1978) (6)
- A Least-Squares-Based 2-D Filtering Scheme for Stereo Image Compression (2000) (6)
- 4311 Works That Have Been Based on the Self-Organizing Map (SOM) Method Developed by Kohonen (2000) (5)
- Software Tools for SOM (2001) (5)
- 5th Workshop on Self-Organizing Maps : Paris 1 Panthéon-Sorbonne University 5th-8th September 2005 : proceedings (2005) (5)
- Various Aspects of Memory (1989) (5)
- Monitoring of an Anaesthesia System Using Self-Organizing Maps (1994) (5)
- Correction of quasiphoneme strings by the dynamically expanding context (1988) (5)
- An Indexed Bibliography of Genetic Algorithms and Neural Networks (2012) (4)
- COGNITIVA 90 : at the crossroads of artificial intelligence, cognitive science, and neuroscience : proceedings of the Third COGNITIVA Symposium, Madrid, Spain, 20-23 November, 1990 (1991) (4)
- Self‐organization, memorization, and associative recall of sensory information by brain‐like adaptive networks (2009) (4)
- Associative Memory, Content Addressing, and Associative Recall (1987) (4)
- Computer simulation in brain science: Representation of sensory information in self-organizing feature maps, and the relation of these maps to distributed memory networks (1988) (4)
- Computing with neural networks. (1987) (4)
- Automatic Coloring of Data According to Its Cluster Structure (1997) (4)
- Logic Principles of Content-Addressable Memories (1980) (4)
- On the significance of internal representations in neural networks (1989) (4)
- Variants of SOM (1995) (3)
- A redundant hash addressing method adapted for the postprocessing and error-correction of computer recognized speech (1979) (3)
- Artificial neural networks : proceedings of the 1991 International Conference on Artificial Neural Networks (ICANN-91), Espoo, Finland, 24-28 June, 1991 (1991) (3)
- Spotting Relevant Information in Extremely Large Document Collections (1999) (3)
- An Unsupervised Learning Method that Produces Organized Representations from Real Information (2000) (3)
- Detection of Nonlinearly Distorted and Two-Path Propagated Signals Uusing SOM-Based Equalizers (1994) (3)
- Experiments on the Use of LVQ in Phoneme-Level Segmentation of Speech (1993) (3)
- Digital circuits and devices (1972) (3)
- Data Mining by the Self-Organizing Map Method (2000) (3)
- Optimal Associative Mappings (1988) (3)
- Detection of Nonlinearly Distorted and Two-Path Propagated Signals Using a Neural Network Based Equalizer (1993) (2)
- Automatic Pattern Recognition - A Challenge to Computer Technology (1980) (2)
- Physiological Interpretation of SOM (1995) (2)
- A New Approach to Adaptive Filters (1988) (2)
- Fast DSP implementation of high-dimensional vector classifier (1995) (2)
- The on-line version of the Otaniemi speech recognition system (1982) (2)
- What Makes the SELF-ORGANIZING MAPS (SOM) so Particular among Learning Algorithms? (2015) (2)
- Exploration of Statistical and Textual Information by Means of Self-Organizing Maps (1999) (2)
- Content-Addressable Processors (1980) (2)
- International Conference on Artificial Neural Networks (ICANN96), Bochum, Germany, July 16-19, 1996 (1996) (2)
- Chapter 10 Self-organization of very large document collections (2)
- ON THE NATURE OF ANOMALOUS LIFETIME COMPONENTS OF POSITRONS OBSERVED IN SOME SOLIDS (1963) (1)
- Content Addressing by Software (1987) (1)
- The role of adaptive and associative circuits in future computer designs (1988) (1)
- The Foreword to the Special Issue of SOM (Self-Organizing Maps) (2002) (1)
- Adaptive Formation of Optimal Associative Mappings (1977) (1)
- More About Biological Memory (1988) (1)
- Cortical maps (1990) (1)
- Proceedings of the third COGNITIVA symposium on At the crossroads of artificial intelligence, cognitive science, and neuroscience (1991) (1)
- A content-addressing software method for the elimination of neural networks (1988) (1)
- Classical Learning Systems (1988) (1)
- Self-organized feature maps (1985) (1)
- CONTRIBUTIONS TO THE STUDY OF LIFE-TIMES OF POSITRONS IN SOLIDS (1961) (1)
- Associative Search Methods (1977) (0)
- Discovering Cluster Structures with the Self-Organizing Map (2004) (0)
- The CAM as a System Part (1980) (0)
- Representation and Processing of Associations Using Vector Space Operations (1979) (0)
- AN ELECTROSTATIC INVERTER (1959) (0)
- Gossiping Nets (1999) (0)
- Hardware for SOM (1995) (0)
- Analysis of Storage Requirements for Video-on-Demand Servers (1995) (0)
- EFFECT OF PULSE HEIGHT SELECTION ON TIME RESOLUTION IN SCINTILLATION COUNTERS (1960) (0)
- On Biological Associative Memory (1977) (0)
- A Hybrid Approach to Continuous Speech Recognition (1995) (0)
- Associative memories: a survey (1985) (0)
- INVESTIGATION OF A SIEGBAHN-SLATIS BETA-RAY SPECTROMETER (1962) (0)
- 9 . 1 Self-Organizing Maps : introduction (0)
- Positron Lifetime Measurements with Homogenized Sources in Metals (1967) (0)
- Handling Context-Dependencies in Speech by LVQ (1993) (0)
- Contextually self-organized maps of Chinese words : Part 2 (2010) (0)
- DEPOLARIZATION OF ARBITRARILY POLARIZED ELECTRONS AND POSITRONS IN MOLLER AND BHABHA SCATTERING (1963) (0)
- New developments of nonlinear projections for the visualization of structures in nonvectorial data sets (2011) (0)
- Justification of Neural Modeling (1997) (0)
- Practical Problems and Vistas of Neural Computing (Position Statement) (1989) (0)
- Chapter 8 Self-organizing map (2004) (0)
- AN ANALOGUE DEVICE FOR DETERMINATION OF BUCKLING (1958) (0)
- Detection of spectral changes: natural vowels versus two-frequency sounds (2000) (0)
- Review of Research Since 1979 (1987) (0)
- Glossary of “Neural” Terms (1995) (0)
- A . Approximation of an input data item by a linear mixture of SOM models (0)
- References 1] X.d. Huang and M.a. Jack. Uniied Techniques for Vector Quantization and Hidden Markov Modelling Using Semi-continuous Models. In (2007) (0)
- The block diagram of the recognition system is (1982) (0)
- AnAdaptive Associative MemoryPrinciple (1974) (0)
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