Parallel processing in neural systems and computers
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1991
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| 245 | 1 | 0 | |a Parallel processing in neural systems and computers |c ed. by Rolf Eckmiller ... |
| 250 | |a 2. impr. | ||
| 264 | 1 | |a Amsterdam [u.a.] |b North-Holland |c 1991 | |
| 300 | |a XV, 626 S. |b Ill., graph. Darst. | ||
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Datensatz im Suchindex
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| _version_ | 1822408440997216256 |
| adam_text |
TABLE
OF
CONTENTS
Section
1:
General Introduction
Neuroinformatics
and Cybernetics (Invited
Paper)
G. HAUSKE
(München,
FRG)
3
Concerning the Emerging Role of Geometry in Neuroinformatics
R.
ECKMILLER (Düsseldorf, FRG) 5
Philosophical Concepts of Computational
Neuroscience
К.
MAINZER
(Augsburg, FRG)
9
Section
2:
Development and Application of Parallel Computers
Parallel Processing Using Memory-Based Connectionist Networks
C.-C. CHEN (Brussels, Belgium)
15
Accelerating Convergence of Symmetric Neural Networks on a Local
Memory Multiprocessor
J.P. COUGHLIN, R.H.
BARAN (Towson,
USA)
19
Why Do Neural Network Researchers Ignore Stochastic Computers?
R.
MASSEN (Konstanz, FRG) 23
A Programmable Highly Parallel Architecture: Functional Definition and
Performance Evaluation
G.
MAZARE,
E.
PAYAN
(Grenoble, France)
27
A Genetic Algorithm for Massively Parallel Computers
P. SPBESSENS, B. MANDERICK (Brussels, Belgium)
31
A Transputer System for the Recognition of Human Faces by Labeled
Graph Matching
R.P.
WÜRTZ,
J.C. VORBRÜGGEN
(Frankfurt, FRG),
C. v.d.
MALSBURG (Los
Angeles, USA)
37
CORDIC Processor Arrays for Adaptive Least Squares Algorithms
B.
YANG, J.F. BÖHME (Bochum, FRG) 43
Section
3:
New Concepts of Information Processing in the Brain
Computer Simulation of Neural Networks with Chemical Markers
A. ADAMOPOULOS, P. ANNINOS (Alexandroupolis, Greece)
49
viii Table of
Contents
Dynamics
of Activity in
Neuronal Networks
Give Rise to Fast
Modulations of Functional Connectivity
K.-H.
BOVEN,
A. AERTSEN
(Tübingen, FRG) 53
Using Proprioceptive Information to Control Movement to a Target
J. DEAN (Bielefeld, FRG)
57
A New Dynamic Model of Receptive-Field Organization
H.R. DINSE, J. BEST, K.
KRÜGER (Bochum, FRG) 61
Direct Observation of Neural Assemblies During Neocortical
Representational Reorganization
H.R. DINSE
(Bochum,
FRG), G.H.
RECANZONE,
M.M. MERZENICH
(San Francisco, USA)
65
Large-Scale Simulation of a Self-Organizing Neural Network:
Formation of a Somatotopic Map
K. OBERMAYER, H.
RITTER,
К.
SCHULTEN (Urbana-Champaign, USA) 71
Synchronized Activity in the CAl-Region of the Rat Hippocampus Reveals
Spatio-Temporal CSD-Patterns
of Action Potentials
D. PLENZ, A. AERTSEN
(Tübingen, FRG) 75
Emulation of Biology-Oriented Neural Networks
SJ.
PRANGE
(Berlin, FRG)
79
Are Fractal Dimensions a Good Measure for
Neuronal
Activity?
H. PREISSEL A. AERTSEN
(Tübingen,
FRG), G. PALM
(Düsseldorf, FRG) 83
A Dynamic Theory of Coordination of Discrete Movement
G.
SCHÖNER (Bochum, FRG) 87
Spike Arrival Times: A Highly Efficient Coding Scheme for Neural Networks
SJ. THORPE (Paris, France)
91
Section
4:
Parallel Processing in the Visual System
Correlated Rhythmic Activity of Neurons in Monkey Visual Cortex
F. AIPLE, J.
KRÜGER
(Freiburg, FRG)
97
Feature Linking Across Cortical Maps via Synchronization
R. ECKHORN, HJ. REITBOECK, P.
DICKE,
M.
ARNDT,
W.
KRUSE (Marburg, FRG) 101
Synchronization of Oscillatory Responses: A Mechanism for
Stimulus-Dependent Assembly Formation in Cat Visual Cortex
A.K.
ENGEL,
P.
KÖNIG,
CM. GRAY, W, SINGER (Frankfurt, FRG)
105
Table of
Contents ix
Parallel
Distributed
Processing
of
Configurai
Features
of Moving Objects
in the Toad's Visual System
J.-P. EWERT,
W.W. SCHWIPPERT, T.W. BENEKE (Kassel, FRG) 109
The Thalamo-Cortical Feedback-System: A Nonlinear Network-Model for
Binocular Interaction
D. HEINKE, F. GIANNAKOPOULOS, J. BEST
(Bochum, FRG) 113
Segregation of Oscillatory Responses by Conflicting Stimuli
-
Desynchronizing Connections in Neural Oscillator Layers
P.
KÖNIG, T.B.
SCHILLEN
(Frankfurt, FRG) 117
Segregation of "Meaning" and "Importance" of
Neuronal
Messages
J.
KRÜGER, J.D.
BECKER (Freiburg, FRG)
121
Retinal Sampling Grids and Space-Variant Image Compression
H.A.
MALLOT, G.-J. GD3FING
(Bochum, FRG) 125
Towards a Network Theory of Cortical Areas
H.A.
MALLOT, W.
VON SEELEN (Bochum, FRG) 129
Processing of Figure and Background Motion in the Visual System
of the Fly (Invited Paper)
W. REICHARDT
(Tübingen, FRG) 133
Simulation of Delayed Oscillators with the
MENS
General Purpose
Modeling Environment for Network Systems
T.B. SCHLLEN (Frankfurt, FRG)
135
Coherency Detection by Coupled Oscillatory Responses
—
Synchronizing
Connections in Neural Oscillator Layers
T.B.
SCHILLEN,
P.
KÖNIG
(Frankfurt)
139
A Model for
Neuronal
Oscillations in the Visual Cortex
H.G. SCHUSTER, P. WAGNER (Kiel, FRG)
143
Temporal Dynamics in
Neuronal
Microcircuitry
F. WÖRGÖTTER, D.M.
KAMMEN,
В.
BRANDT (Pasadena, USA)
147
Section
5:
Self-Organization and Learning in Neural Networks
Properties of an Adaptive Perceptron Algorithm
J.K.
ANLAUF,
M.
BIEHL (Giessen, FRG)
153
Learning Symbol Processing with Recurrent Networks
R. GOEBEL (Marburg, FRG)
157
Training Strategies for Probabilistic RAMs
D. GORSE, J.G. TAYLOR (London, UK)
161
χ
Table of Contents
Learning in Neural Nets by Genetic Algorithms
J.
HEISTERMANN (München, FRG) 165
A Neural Network which Adapts its Structure to a Given Set of Patterns
S. JOCKUSCH
(Göttingen, FRG)
169
Efficient Learning Algorithms for Single-Layered Neural Networks
N.B.
KARAYIANNIS,
A.N.
VENETSANOPOULOS (Toronto,
Candada)
173
Internal Representations and Associative Memory {Invited Paper)
T. K0HONEN
(Espoo,
Finland)
177
Hebbian Learning of Principal Components
A. KROGH, J.A. HERTZ (Copenhagen, Denmark)
183
The Anti-Hebb Rule Derived from Information Theory
H.
KÜHNEL,
P.
TAVAN
(München, FRG) 187
Dynamical Learning in Networks with Sparse Connectivity
K.E.
KÜRTEN (Bochum, FRG) 191
Self-Organization versus Programming in Massively Parallel Systems:
A Case Study
B. MANDERICK,
F. MOYSON
(Brussels, Belgium)
195
Top-Down Learning in Modular Feed-Forward Networks
A. OSSEN (Berlin, FRG)
201
Genetic Generation of Backpropagation Trained Neural Networks
W.
SCHIFFMANN,
К.
MECKLENBURG (Koblenz, FRG)
205
Temporal-Difference-Driven Learning in Recurrent Networks
J. SCHMIDHUBER
(München, FRG) 209
Associative Memory versus Linear Filter: Distinct Operational Modes
of Stable Artificial Neural Systems
B.
SCHÜRMANN,
I. LEUTHÄUSSER,
J.
HOLLATZ (München, FRG) 213
Competitive Sequence Learning
С
WINDHEUSER,
J.
KINDERMANN
(SL Augustin, FRG)
217
Section
6:
Evaluation of Artificial Neural Networks
Ideal Neurons for Neural Computers
I.
ALEKSANDER
(London, UK)
225
On the Biologically Motivated Derivation of Kohonen's Self-Organizing
Feature Maps
R. ACKER, A.
KURZ
(Darmstadt, FRG)
229
Table
of Contents
xi
Alł-or-None
Connections of Variable Weights?
A. DE CALLATAY
(La Hulpe, Belgium)
233
Learning to Predict the Consequences of One's Own Actions
F. CECCONI, D.
PARISI (Rome,
Italy)
237
Various Roles for Inhibitory
Interneurons
in the Formation of
Associative Memory
I.E.
DAMMASCH, J.R. WOLFF
(Göttingen, FRG)
241
Soluble Low-Activity Networks with Nonlinear Synapses
H.
ENGLISCH
(Leipzig, GDR), J.L. VAN
HEMMEN (München, FRG) 245
Implementation of Fuzzy Production Systems with Neural Networks
W. EPPLER (Karlsruhe, FRG)
249
A Neural Network for Job Sequencing
L.
FANG, W.H.
WILSON (Bedford Park, Australia), T. LI (Clayton, Australia)
253
Increasing the Storage Capacity and Shaping the Basins of Attraction of
Neural Nets
S. GEVA, J.
ЅПТЕ
(Brisbane, Australia)
257
Drift and Diffusion in Backpropagation Networks
G. RADONS, H.G. SCHUSTER, D. WERNER (Kiel, FRG)
261
Solving Constraint Problems Using Feedback Neural Networks
H.N.
SCHALLER (München, FRG) 265
The Exact Evaluation of Memory Capacity for New Stochastic Versions
of the Hopfield Net
P. WHITTLE (Cambridge, UK)
269
Sparse Coding: The Link between Low Level Vision and Associative Memory
С
ZETZSCHE
(München, FRG) 273
The Convergence of Parallel Boltzmann Machines
P.J. ZWIETERING, E.H.L.
AARTS
(Eindhoven, The Netherlands)
277
Section
7:
Hardware and Software Simulators for Neural Networks
A Transputer Based General Simulator for Connectionist Models
H.P. ERNST, B.
MOKRY, Z. SCHRETER
(Zurich, Switzerland)
283
Neural Pascal: A Language for Neural Network Programming
H.P. GUMM (New Paltz,
USA), F.B. HERGERT (München, FRG) 287
Modeling of
Neuronal
Systems on Transputer Networks
M,
MIGLIORE, G.F.
AYALA, S.L. FORNILI (Palermo, Italy)
291
xii
Table of
Contents
A
Development Tool
for Neural
Networks
Simulations on Transputers
M.
MIKSA
(Marburg, FRG)
295
A Software Environment for Flexible and Rapid Prototyping of
Neural Network Applications
J.A.G. NDHUIS,
P.E.
DE HAAN,
L.
SPAANENBURG, F. WARKOWSKI
(Stuttgart, FRG) 299
Systolic Simulation of Multilayer, Feedforward Neural Networks
N.
PETKOV
(Erlangen, FRG)
303
Artificial Neural Network for
Real-Time
Task Allocation in Fault-Tolerant,
Distributed Processing System
P.W. PROTZEL (Hampton, USA)
307
Distributed Processing Hardware for Realization of Artificial Neural Networks
P. RICHERT, G. HESS, B. HOSTICKA, M. KEPSER, M.
SCHWARZ
(Duisburg, FRG) 311
Multiprocessor Simulation of a Self-Organizing Neural Network on
NERV
R.
STOTZKA,
R.
HAUSER,
R.
MÄNNER (Heidelberg, FRG) 315
1С3:
A Neural ASIC for Real-Time Prototyping
F. WARKOWSKI, L.
SPAANENBURG, J.A.G.
NDHUIS (Stuttgart, FRG)
319
New Concepts for Information Processing in Connectionistic Systems
T. WASCHULZIK, H.
GEIGER,
M.
ARNOLDI, D.
BÖLLER,
A.
NISCHWrrZ, W. BRAUER (München, FRG) 323
Section
8:
Neural
Networks
for
Visual
Pattern Recognition
Recogniton of New
Spatio-Temporal
Patterns by Adaptive Junction
Y.
АЛОКА,
Y. ANZAI, H. AISO
(Yokohama, Japan)
331
Hierarchical Spin Model for Stereo Interpretation Using Phase Sensitive
Detectors
R. DIVKO, K.
SCHULTEN (München, FRG) 335
A Shift Invariant Network Utilizing the GRT
M. FANG, G.
HÄUSLER (Erlangen, FRG) 339
Applying the
ARTI
Architecture to a Pattern Recognition Task
E-C.D.B.C.
FŁHO, D.L.
BISSET
(Kent, UK)
343
Neural Network Models for Visual Pattern Recognition {Invited Paper)
K.
FUKUSHMA
(Osaka, Japan)
351
ΣΠ
-Networks
for Motion and Invariant Form Analyses
H.
GLUNDER
(München, FRG) 357
Table
of Contents
xiii
Self Organization of a Network Linking Features by Synchronization
G. HARTMANN, S.
DRÜE (Paderborn, FRG) 361
A Self-Organizing Network for Complete Feature Extraction
J. RUBNER, K.
SCHULTEN,
P.
TAVAN
(München, FRG) 365
A Self-Organising Neural Net for Depth Movement Analysis
F. SEYTTER (Edinburgh, UK)
369
Section
9:
Neural Networks for Auditory Pattern Recognition
Sequence Analysis in Feedback Multilayer Perceptrons
H.-U. BAUER, T.
GEISEL (Frankfurt,
FRG)
375
A Neural Net for Recognition and Storing of Spoken Words
H. BEHME
(Göttingen, FRG)
379
Adaptive Resonance Theory: Neural Network Architectures for
Self-Organizing Pattern Recognition (Invited Paper)
G.A. CARPENTER, S.
GROSSBERG
(Boston, USA)
383
Word Recognition with a Recurrent Neural Network
F. KOWALEWSKI, H.W. STRUBE
(Göttingen, FRG)
391
A Feedback Network for Temporal Pattern Recognition
T.B. LUDERMIR (London, UK)
395
Spectral Processing of Harmonic Complex Tones and Pitch by PDP Networks
R.W.W. TOMLINSON, W.
TREURNIET
(Darmstadt, FRG and Ottawa, Canada)
399
Section
10:
Neural Networks for Motor Control
Resistive Network Approach for Obstacle Avoidance in Trajectory Planning
J.
BECKMANN (Düsseldorf, FRG) 405
A Simple Network Controlling the Movement of a Three Joint
Planar Manipulator
H. CRUSE, M.
BRÜWER
(Bielefeld, FRG)
409
Optimal Solution of Underdetermined Linear Matrix Equations in
Neural Networks
WJ. DAUNICHT, H. WERNTGES
(Düsseldorf, FRG) 413
Inverse Kinematics with Obstacle Avoidance Implemented as a DEF
Anet
WJ. DAUNICHT, M. LADES, H. WERNTGES, R.
ECKMILLER
(Düsseldorf, FRG) 417
Parallel Neural-Net Path-Planner in Hypercubes and Transputers
A.W. HO, G.C. FOX (Pasadena, USA)
421
xiv
Table
of Contents
A Control Concept for a Multifingered Robot
Gripper
Based on
Neuron-Like Associative Memories
M. HORMEL (Darmstadt, FRG)
427
Learning of Visuomotor-Coordination of a Robot Arm with Redundant
Degrees of Freedom
T. MARTINETZ, H.
RUTER, K.
SCHULTEN (Urbana-Champaign, USA) 431
Delta Rule-Based Neural Networks May Be Applicable to a Control Task
that Does Not Provide a "Teacher"
H.W. WERNTGES
(Düsseldorf, FRG) 435
Section
11:
Selected Applications for Neural Networks
Parallel Algorithms for Channel Assignment in Cellular Mobile Radio Systems:
The Neural Network Approach
M.
DUQUE ANTÓN,
D.
KUNZ (Hamburg, FRG) 441
Storing Cycles in
Analog
Neural
Networks
T. GENCIC, M. LAPPE, G. DANGELMAYR, W. GÜTTINGER
(Tübingen, FRG) 445
Recognition of Patterns and Movement Patterns by a Synergetic Computer
(Invited Paper)
H.
HAKEN (Stuttgart,
FRG)
451
Pattern Recognition in Damaged Hopfield Networks
E. KOSCIELNY-BUNDE (Hamburg, FRG)
459
Section
12:
Parallel Processing in Artificial Intelligence
Parallel Process Interfaces to Knowledge Sytems
{Invited Paper: Cremers)
K.H. BECKS, W.
BURGÅRD,
A.B.
CREMERS, A. HEMKER, A. ULTSCH
(Dortmund and
Wuppertal, FRG) 465
Morion Detection by Correlation and Voting
S.
BOHRER,
HE
BÜLTHOFF, H.A. MALLOT (Bochum, FRG
and Providence, USA)
471
The Development of "Symbolic Behaviour" in Natural and Artificial
Neural Networks
G.D.A. BROWN, M. OAKSFORD (Bangor, UK)
475
Apparent Motion and Other Mysteries (Invited Paper)
J.A. FELDMAN (Berkeley, USA)
479
Learning to Produce Discriminative Object Descriptions: On the Representation
of Rules in a PDP-Net
R. MANGOLD-ALLWINN (Mannheim, FRG)
487
Table
of Contents
xv
Toward a Computational Architecture for Monocular Preattentive
Segmentation
H. NEUMANN, H.S.
STIEHL
(Hamburg, FRG)
491
Modelling Attention in a Connectionist Speech Production Model
U.
SCHADE,
H.-J.
EIKMEYER (Bielefeld, FRG)
495
Learning of Control Knowledge for Symbolic Proofs with
Backpropagation Networks
A. ULTSCH, R. HANNUSCHKA,
U. HARTMANN,
V. WEBER
(Dortmund, FRG)
499
Intelligent Dimensional Data-Reduction by a Topological Map
L. VERCAUTEREN, R.A. VINGERHOEDS, L. BOULLART
(Ghent, Belgium)
503
Parallel Associative Processes in Information Retrieval
M. WETTLER, R.
RAPP
(Paderborn, FRG) 509
Distributed Parallel Cooperative Problem-Solving with Voting and
Election System of Neural Learning Networks
B.-T. ZHANG,
G. VEENKER
(Bonn, FRG)
513
Section
13:
Optical and Molecular Computing
Novel Logic and Architectures for Molecular Computing (Invited Paper)
J.R. BARKER (Glasgow, UK)
519
New Laser Techniques for Quasi-Molecular Storage (Invited Paper)
D.
HAARER (Bayreuth, FRG) 525
Chaos, Cooperation, and Associative Memory in Nonlinear Pictorial
Feedback Systems
G.
HÄUSLER (Erlangen, FRG) 533
Optically Controlled Multistable Quantum Systems:
Possible Realization of a Molecular Computer?
G. MAHLER, W.G.
TEICH (Stuttgart,
FRG)
539
Learning in Optical Neural Networks (Invited Paper)
D. PSALTIS, D. BRADY, K. HSU (Pasadena, USA)
543
References from All Contributions
549
List of Contributors
599
Author Index
611
Subject Index
623 |
| any_adam_object | 1 |
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| bvnumber | BV004421436 |
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| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik |
| edition | 2. impr. |
| format | Book |
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| genre | (DE-588)1071861417 Konferenzschrift 1990 Düsseldorf gnd-content |
| genre_facet | Konferenzschrift 1990 Düsseldorf |
| id | DE-604.BV004421436 |
| illustrated | Illustrated |
| indexdate | 2025-01-27T13:22:02Z |
| institution | BVB |
| isbn | 0444883908 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-002743241 |
| oclc_num | 257560726 |
| open_access_boolean | |
| owner | DE-91 DE-BY-TUM DE-355 DE-BY-UBR |
| owner_facet | DE-91 DE-BY-TUM DE-355 DE-BY-UBR |
| physical | XV, 626 S. Ill., graph. Darst. |
| publishDate | 1991 |
| publishDateSearch | 1991 |
| publishDateSort | 1991 |
| publisher | North-Holland |
| record_format | marc |
| spelling | Parallel processing in neural systems and computers ed. by Rolf Eckmiller ... 2. impr. Amsterdam [u.a.] North-Holland 1991 XV, 626 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Literaturverz. S. 549 - 598 Nervennetz (DE-588)4041638-0 gnd rswk-swf Computer (DE-588)4070083-5 gnd rswk-swf Nervensystem (DE-588)4041643-4 gnd rswk-swf Modell (DE-588)4039798-1 gnd rswk-swf Neuronales Netz (DE-588)4226127-2 gnd rswk-swf Parallelverarbeitung (DE-588)4075860-6 gnd rswk-swf Neurocomputer (DE-588)4200446-9 gnd rswk-swf (DE-588)1071861417 Konferenzschrift 1990 Düsseldorf gnd-content Parallelverarbeitung (DE-588)4075860-6 s Neurocomputer (DE-588)4200446-9 s DE-604 Nervennetz (DE-588)4041638-0 s Modell (DE-588)4039798-1 s 1\p DE-604 Nervensystem (DE-588)4041643-4 s 2\p DE-604 Neuronales Netz (DE-588)4226127-2 s 3\p DE-604 Computer (DE-588)4070083-5 s 4\p DE-604 Eckmiller, Rolf Sonstige oth Digitalisierung TU Muenchen application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=002743241&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 3\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 4\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Parallel processing in neural systems and computers Nervennetz (DE-588)4041638-0 gnd Computer (DE-588)4070083-5 gnd Nervensystem (DE-588)4041643-4 gnd Modell (DE-588)4039798-1 gnd Neuronales Netz (DE-588)4226127-2 gnd Parallelverarbeitung (DE-588)4075860-6 gnd Neurocomputer (DE-588)4200446-9 gnd |
| subject_GND | (DE-588)4041638-0 (DE-588)4070083-5 (DE-588)4041643-4 (DE-588)4039798-1 (DE-588)4226127-2 (DE-588)4075860-6 (DE-588)4200446-9 (DE-588)1071861417 |
| title | Parallel processing in neural systems and computers |
| title_auth | Parallel processing in neural systems and computers |
| title_exact_search | Parallel processing in neural systems and computers |
| title_full | Parallel processing in neural systems and computers ed. by Rolf Eckmiller ... |
| title_fullStr | Parallel processing in neural systems and computers ed. by Rolf Eckmiller ... |
| title_full_unstemmed | Parallel processing in neural systems and computers ed. by Rolf Eckmiller ... |
| title_short | Parallel processing in neural systems and computers |
| title_sort | parallel processing in neural systems and computers |
| topic | Nervennetz (DE-588)4041638-0 gnd Computer (DE-588)4070083-5 gnd Nervensystem (DE-588)4041643-4 gnd Modell (DE-588)4039798-1 gnd Neuronales Netz (DE-588)4226127-2 gnd Parallelverarbeitung (DE-588)4075860-6 gnd Neurocomputer (DE-588)4200446-9 gnd |
| topic_facet | Nervennetz Computer Nervensystem Modell Neuronales Netz Parallelverarbeitung Neurocomputer Konferenzschrift 1990 Düsseldorf |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=002743241&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT eckmillerrolf parallelprocessinginneuralsystemsandcomputers |