WorldCat Identities

Kohonen, Teuvo

Overview
Works: 141 works in 426 publications in 6 languages and 4,689 library holdings
Genres: Conference papers and proceedings 
Roles: Author, Editor, Other
Publication Timeline
.
Most widely held works about Teuvo Kohonen
 
Most widely held works by Teuvo Kohonen
Self-organizing maps by Teuvo Kohonen( Book )

48 editions published between 1995 and 2012 in 3 languages and held by 1,008 WorldCat member libraries worldwide

The Self-Organizing Map (SOM) algorithm was introduced by the author in 1981. Its theory and many applications form one of the major approaches to the contemporary artificial neural networks field, and new technologies have already been based on it. The most important practical applications are in exploratory data analysis, pattern recognition, speech analysis, robotics, industrial and medical diagnostics, instrumentation, and control, and literally hundreds of other tasks. In this monograph the mathematical preliminaries, background, basic ideas, and implications are expounded in a clear, well-organized form, accessible without prior expert knowledge. Still the contents are handled with theoretical rigor
Self-organization and associative memory by Teuvo Kohonen( Book )

36 editions published between 1983 and 1989 in English and German and held by 1,005 WorldCat member libraries worldwide

This monograph gives a tutorial treatment of new approaches to self-organization, adaptation, learning and memory. It is based on recent research results, both mathematical and computer simulations, and lends itself to graduate and postgraduate courses in the natural sciences. The book presents new formalisms of pattern processing: orthogonal projectors, optimal associative mappings, novelty filters, subspace methods, feature-sensitive units, and self-organization of topological maps, with all their computable algorithms. The main objective is to provide an understanding of the properties of information representations from a general point of view and of their use in pattern information processing, as well as an understanding of many functions of the brain. In the third edition two new discussions have been added and a proof has been revised. The author has developed this book from Associative Memory - A System-Theoretical Approach (Volume 17 of Springer Series in Communication and Cybernetics, 1977), the first ever monograph on distributed associative memories
Content-addressable memories by Teuvo Kohonen( Book )

39 editions published between 1980 and 2012 in 3 languages and held by 659 WorldCat member libraries worldwide

Due to continual progress in the large-scale integration of semiconductor circuits, parallel computing principles can already be met in low-cost sys tems: numerous examples exist in image processing, for which special hard ware is implementable with quite modest resources even by nonprofessional designers. Principles of content addressing, if thoroughly understood, can thereby be applied effectively using standard components. On the other hand, mass storage based on associative principles still exists only in the long term plans of computer technologists. This situation is somewhat confused by the fact that certain expectations are held for the development of new storage media such as optical memories and "spin glasses" (metal alloys with low-density magnetic impurities). Their technologies, however, may not ripen until after "fifth generation" computers have been built. It seems that software methods for content addressing, especially those based on hash coding principles, are still holding their position firmly, and a few innovations have been developed recently. As they need no special hardware, one might expect that they will spread to a wide circle of users. This monograph is based on an extensive literature survey, most of which was published in the First Edition. I have added Chap.?, which contains a review of more recent work. This updated book now has references to over 1200 original publications. In the editing of the new material, I received valuable help from Anneli HeimbUrger, M. Sc., and Mrs. Leila Koivisto
Associative memory : a system-theoretical approach by Teuvo Kohonen( Book )

28 editions published between 1976 and 2012 in 4 languages and held by 471 WorldCat member libraries worldwide

About the Scope of This Text This book contains two types of material ~ first, the many divergent and often diffuse meanings given to the concepts of association, associative memory, and associative recaZZ are expounded. A review of this kind was felt necessary because there apparently does not exist any single monograph which could serve as a reference to these topics. But the presentation of the main body of this text is motivated by quite other reasons: in recent years, plenty of interesting mathematical and system-theoretical material has been published which makes it possible to gain a view of associative memory which is different from the conventional abstract and computationally oriented approaches. It seems that the basic operation of associative memory, the storage of information together with the relations or links between the data items, and the selective recall of stored information relative to a piece of key or cue information presented, is not restricted to certain computer-technological implementations but can also be reflected in more general mathematically describable processes in certain physical or other systems, especially in their adaptive state changes. It further seems that some generally known forms of associative memory, namely, certain computer technological artifacts, or abstract systems of concepts or data, are in fact special representations of a class of processes characterized as associative memory
Digital circuits and devices by Teuvo Kohonen( Book )

10 editions published in 1972 in English and Italian and held by 381 WorldCat member libraries worldwide

Visual explorations in finance : with self-organizing maps by Guido J Deboeck( Book )

21 editions published between 1998 and 2010 in English and held by 286 WorldCat member libraries worldwide

Self-organizing maps (SOM) have proven to be of significant economic value in the areas of finance, economic and marketing applications. As a result, this area is rapidly becoming a non-academic technology. This book looks at near state-of-the-art SOM applications in the above areas, and is a multi-authored volume, edited by Guido Deboeck, a leading exponent in the use of computational methods in financial and economic forecasting, and by the originator of SOM, Teuvo Kohonen. The book contains chapters on applications of unsupervised neural networks using Kohonen's self-organizing map approach
Artificial neural networks : proceedings of the 1991 International Conference on Artificial Neural Networks (ICANN-91), Espoo, Finland, 24-28 June 1991 by Teuvo Kohonen( Book )

31 editions published in 1991 in English and Undetermined and held by 254 WorldCat member libraries worldwide

This two-volume proceedings compiles a selection of research papers presented at the ICANN-91. The scope of the volumes is interdisciplinary, ranging from mathematics and engineering to cognitive sciences and biology. European research is well represented. Volume 1 contains all the orally presented papers, including both invited talks and submitted papers. Volume 2 contains the plenary talks and the poster presentations
COGNITIVA 90 : at the crossroads of artificial intelligence, cognitive science, and neuroscience : proceedings of the Third COGNITIVA Symposium, Madrid, Spain, 20-23 November 1990 by 1990, Madrid) COGNITIVA Symposium (3( Book )

18 editions published between 1900 and 1991 in 3 languages and held by 147 WorldCat member libraries worldwide

Self-organization and associative memory by Teuvo Kohonen( Book )

19 editions published between 1984 and 1989 in English and German and held by 46 WorldCat member libraries worldwide

An analogue device for deternination of buckling by Teuvo Kohonen( Book )

2 editions published in 1958 in English and held by 19 WorldCat member libraries worldwide

On the theory of proximity prospecting and design of an instrument to detect the depth of an ore deposit by Teuvo Kohonen( Book )

1 edition published in 1963 in English and held by 18 WorldCat member libraries worldwide

An electrostatic inverter by Teuvo Kohonen( Book )

2 editions published in 1959 in German and English and held by 16 WorldCat member libraries worldwide

Modelling of neural associative memory by Teuvo Kohonen( Book )

2 editions published in 1974 in English and held by 15 WorldCat member libraries worldwide

Contributions to the study of lifetimes of positrons in solids by Teuvo Kohonen( Book )

5 editions published in 1961 in English and held by 15 WorldCat member libraries worldwide

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

4 editions published in 1991 in Undetermined and English and held by 14 WorldCat member libraries worldwide

Adaptation of a linear system to a finite set of patterns occurring in a arbitrarily varying order by Teuvo Kohonen( Book )

2 editions published in 1974 in English and held by 14 WorldCat member libraries worldwide

Contributions to the study of lifetimes of positrons in solids by Teuvo Kohonen( Book )

2 editions published in 1961 in English and held by 13 WorldCat member libraries worldwide

On the accuracy of a nanosecond time-to-amplitude converter by Teuvo Kohonen( Book )

1 edition published in 1961 in English and held by 13 WorldCat member libraries worldwide

On the accuracy of a nanosecond time-to-amplitude converter by Teuvo Kohonen( Book )

2 editions published in 1961 in English and held by 13 WorldCat member libraries worldwide

On the nature of anomalous lifetime components of positrons observed in some solids by Teuvo Kohonen( Book )

2 editions published in 1963 in English and held by 12 WorldCat member libraries worldwide

 
moreShow More Titles
fewerShow Fewer Titles
Audience Level
0
Audience Level
1
  Kids General Special  
Audience level: 0.67 (from 0.42 for Digital ci ... to 0.95 for Contributi ...)

Self-organizing maps
Covers
Visual explorations in finance : with self-organizing maps
Alternative Names
Kochonen, T.

Kohonen, T.

Kohonen, T. 1934-

Kohonen, T. (Teuvo)

Kohonen, Teuvo

Teuvo Kohonen accademico finlandese

Teuvo Kohonen finnischer Ingenieur

Teuvo Kohonen Finnish computer scientist

Teuvo Kohonen Fins informaticus

Teuvo Kohonen finsk ingeniør og informatikar

Teuvo Kohonen finsk ingeniør og informatiker

Teuvo Kohonen finsk ingenjör och datavetare

Кохонен, Теуво

Теуво Кохонен

コホネン

コホネン, T.

Languages