Turing's connectionism: an investigation of neural network architectures
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| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
London [u.a.]
Springer
2002
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| Series: | Discrete mathematics and theoretical computer science
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| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Item Description: | Erscheint: September 2001 |
| Physical Description: | XXIII, 200 S. graph. Darst. |
| ISBN: | 1852334754 |
Staff View
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Record in the Search Index
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| adam_text | CHRISTOF TEUSCHER TURING S CONNECTIONISM AN INVESTIGATION OF NEURAL
NETWORK ARCHITECTURES SPRINGER CONTENTS 1. INTRODUCTION 1 1.1 TURING S
ANTICIPATION OF CONNECTIONISM 1 1.2 ALAN MATHISON TURING 4 1.3
CONNECTIONISM AND ARTIFICIAL NEURAL NETWORKS 6 1.4 HISTORICAL CONTEXT
AND RELATED WORK 10 1.5 ORGANIZATION OF THE BOOK 13 1.6 BOOK WEB-SITE 15
2. INTELLIGENT MACHINERY 17 2.1 MACHINES 18 2.1.1 TECHNICAL TERMS 18
2.1.2 TURING MACHINES 19 2.1.3 UNIVERSAL TURING MACHINES 20 2.1.4
PRACTICAL COMPUTING MACHINES 21 2.1.5 P-TYPE MACHINES 22 2.2 TURING S
UNORGANIZED MACHINES 22 2.2.1 FUNDAMENTALS AND DEFINITIONS 23 2.2.2
A-TYPE UNORGANIZED MACHINES 26 2.2.3 B-TYPE UNORGANIZED MACHINES 26
2.2.4 TURING S EDUCATION OF MACHINERY 28 2.2.5 BL-TYPE UNORGANIZED
MACHINES 29 2.3 FORMALIZATION AND ANALYSIS OF UNORGANIZED MACHINES 31
2.3.1 FORMALIZATION OF A-TYPE NETWORKS 32 2.3.2 FORMALIZATION OF B-TYPE
LINKS 37 2.3.3 FORMALIZATION OF B-TYPE NETWORKS 41 2.3.4 FORMALIZATION
OF BL-TYPE LINKS 42 2.3.5 FORMALIZATION OF BL-TYPE NETWORKS 44 2.3.6 THE
B-TYPE PITFALL 45 2.4 NEW UNORGANIZED MACHINES 48 2.4.1 CP-TYPE
UNORGANIZED MACHINES 48 2.4.2 TB-TYPE UNORGANIZED MACHINES 50 2.4.3
TBI-TYPE UNORGANIZED MACHINES 51 2.4.4 BS-TYPE UNORGANIZED MACHINES 52
2.4.5 BLL-TYPE LINK 54 XXII CONTENTS 2.5 SIMULATION OF TBI-TYPE MACHINES
WITH MATLAB 55 2.5.1 MATLAB 55 2.5.2 A SIMPLE TBI-TYPE MATLAB TOOLBOX 55
3. SYNTHESIS OF LOGICAL FUNCTIONS AND DIGITAL SYSTEMS WITH TURING
NETWORKS 63 3.1 COMBINATIONAL VERSUS SEQUENTIAL SYSTEMS 63 3.2 SYNTHESIS
OF LOGICAL FUNCTIONS WITH A-TYPE NETWORKS 64 3.3 SYNTHESIS OF LOGICAL
FUNCTIONS WITH TB-TYPE NETWORKS 67 3.4 MULTIPLEXER AND DEMULTIPLEXER 67
3.5 DELAY-UNIT 70 3.6 SHIFT-REGISTER 72 3.7 HOW TO DESIGN COMPLEX
SYSTEMS 74 3.8 HARDWARE IMPLEMENTATION 77 4. ORGANIZING UNORGANIZED
MACHINES 83 4.1 EVOLUTIONARY ALGORITHMS 84 4.2 EVOLUTIONARY ARTIFICIAL
NEURAL NETWORKS 86 4.2.1 FUNDAMENTALS 86 4.2.2 ENCODING TECHNIQUES 87
4.2.3 A-TYPE NETWORK ENCODING 88 4.2.4 B-TYPE NETWORK ENCODING 90 4.2.5
ARCHITECTURE VERSUS CONFIGURATION 90 4.2.6 L-SYSTEM ENCODING 93 4.3
EXAMPLE: EVOLVE NETWORKS THAT REGENERATE BITSTREAMS 97 4.4 SIGNAL
PROCESSING IN TURING NETWORKS 101 4.5 PATTERN CLASSIFICATION 106 4.6
EXAMPLES: PATTERN CLASSIFICATION WITH GENETIC ALGORITHMS . . . 109 4.7 A
LEARNING ALGORITHM FOR TURING NETWORKS 117 5. NETWORK PROPERTIES AND
CHARACTERISTICS 121 5.1 GENERAL PROPERTIES 121 5.2 COMPUTATIONAL POWER
123 5.3 STATE MACHINES 125 5.4 THRESHOLD LOGIC 127 5.5 DYNAMICAL SYSTEMS
AND THE STATE-SPACE MODEL 131 5.6 RANDOM BOOLEAN NETWORKS 133 5.7
ATTRACTORS 135 5.8 NETWORK STABILITY AND ACTIVITY 138 5.8.1 ACTIVITY IN
A-TYPE NETWORKS 142 5.8.2 ACTIVITY IN BS-TYPE NETWORKS 144 5.8.3
ACTIVITIES IN TB-TYPE AND TBI-TYPE NETWORKS 147 5.9 CHAOS, BIFURCATION,
AND SELF-ORGANIZED CRITICALITY 148 5.10 TOPOLOGICAL EVOLUTION AND
SELF-ORGANIZATION 157 CONTENTS XXIII 5.11 HYPERCOMPUTATION: COMPUTING
BEYOND THE TURING LIMIT WITH TURING S NEURAL NETWORKS? 163 6. EPILOGUE
169 USEFUL WEB-SITES 171 LIST OF FIGURES 173 LIST OF TABLES 181 LIST
OF EXAMPLES, THEOREMS, DEFINITIONS, PROPOSITIONS, AND COROLLARIES 183
BIBLIOGRAPHY 187 INDEX 197
|
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| discipline | Informatik |
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| illustrated | Illustrated |
| indexdate | 2024-07-09T18:53:11Z |
| institution | BVB |
| isbn | 1852334754 |
| language | English |
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| physical | XXIII, 200 S. graph. Darst. |
| publishDate | 2002 |
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| series2 | Discrete mathematics and theoretical computer science |
| spelling | Teuscher, Christof Verfasser aut Turing's connectionism an investigation of neural network architectures Christof Teuscher London [u.a.] Springer 2002 XXIII, 200 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Discrete mathematics and theoretical computer science Erscheint: September 2001 Turing, Alan Mathison <1912-1954> Réseaux neuronaux (Informatique) Turing, Machines de Neural networks (Computer science) Turing machines Genetischer Algorithmus (DE-588)4265092-6 gnd rswk-swf Konnektionistisches Netz (DE-588)4304815-8 gnd rswk-swf Turing-Maschine (DE-588)4203525-9 gnd rswk-swf Turing-Maschine (DE-588)4203525-9 s Konnektionistisches Netz (DE-588)4304815-8 s Genetischer Algorithmus (DE-588)4265092-6 s DE-604 HEBIS Datenaustausch Darmstadt application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009475059&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Teuscher, Christof Turing's connectionism an investigation of neural network architectures Turing, Alan Mathison <1912-1954> Réseaux neuronaux (Informatique) Turing, Machines de Neural networks (Computer science) Turing machines Genetischer Algorithmus (DE-588)4265092-6 gnd Konnektionistisches Netz (DE-588)4304815-8 gnd Turing-Maschine (DE-588)4203525-9 gnd |
| subject_GND | (DE-588)4265092-6 (DE-588)4304815-8 (DE-588)4203525-9 |
| title | Turing's connectionism an investigation of neural network architectures |
| title_auth | Turing's connectionism an investigation of neural network architectures |
| title_exact_search | Turing's connectionism an investigation of neural network architectures |
| title_full | Turing's connectionism an investigation of neural network architectures Christof Teuscher |
| title_fullStr | Turing's connectionism an investigation of neural network architectures Christof Teuscher |
| title_full_unstemmed | Turing's connectionism an investigation of neural network architectures Christof Teuscher |
| title_short | Turing's connectionism |
| title_sort | turing s connectionism an investigation of neural network architectures |
| title_sub | an investigation of neural network architectures |
| topic | Turing, Alan Mathison <1912-1954> Réseaux neuronaux (Informatique) Turing, Machines de Neural networks (Computer science) Turing machines Genetischer Algorithmus (DE-588)4265092-6 gnd Konnektionistisches Netz (DE-588)4304815-8 gnd Turing-Maschine (DE-588)4203525-9 gnd |
| topic_facet | Turing, Alan Mathison <1912-1954> Réseaux neuronaux (Informatique) Turing, Machines de Neural networks (Computer science) Turing machines Genetischer Algorithmus Konnektionistisches Netz Turing-Maschine |
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