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- catalog abstract "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 second edition two new chapters on neural computing and optical associative memories have been added.".
- catalog contributor b1877037.
- catalog created "c1988.".
- catalog date "1988".
- catalog date "c1988.".
- catalog dateCopyrighted "c1988.".
- catalog description ""Bibliography on pattern recognition": p. [285]-287.".
- catalog description "Bibliography: p. [289]-299.".
- catalog description "Contents: Various Aspects of Memory -- Pattern Mathematics -- Classical Learning Systems -- A New Approach to Adaptive Filters -- Self-Organizing Feature Maps -- Optimal Associative Mappings -- Pattern Recognition -- More About Biological Memory -- Notes on Neural Computing -- Optical Associative Memories -- Bibliography -- References -- Subject Index.".
- catalog description "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 second edition two new chapters on neural computing and optical associative memories have been added.".
- catalog extent "xv, 312 p. :".
- catalog hasFormat "Self-organization and associative memory.".
- catalog identifier "0387183140 (U.S. : pbk.)".
- catalog identifier "3540183140".
- catalog isFormatOf "Self-organization and associative memory.".
- catalog isPartOf "Springer series in information sciences ; 8".
- catalog issued "1988".
- catalog issued "c1988.".
- catalog language "eng".
- catalog publisher "Berlin ; New York : Springer-Verlag,".
- catalog relation "Self-organization and associative memory.".
- catalog subject "001.53/9 19".
- catalog subject "Associative storage.".
- catalog subject "Astrophysics.".
- catalog subject "Memory.".
- catalog subject "Physics.".
- catalog subject "Q325 .K64 1988".
- catalog subject "Self-organizing systems.".
- catalog tableOfContents "Contents: Various Aspects of Memory -- Pattern Mathematics -- Classical Learning Systems -- A New Approach to Adaptive Filters -- Self-Organizing Feature Maps -- Optimal Associative Mappings -- Pattern Recognition -- More About Biological Memory -- Notes on Neural Computing -- Optical Associative Memories -- Bibliography -- References -- Subject Index.".
- catalog title "Self-organization and associative memory / Teuvo Kohonen.".
- catalog type "text".