Neural network models: theory and projects
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | German |
| Veröffentlicht: |
London [u.a.]
Springer
1997
|
| Ausgabe: | 2. ed. |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Literaturverz. S. 159 - 168 |
| Beschreibung: | XI, 174 S. graph. Darst. |
| ISBN: | 3540761292 |
Internformat
MARC
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| 100 | 1 | |a De Wilde, Philippe |d 1958- |e Verfasser |0 (DE-588)128508574 |4 aut | |
| 245 | 1 | 0 | |a Neural network models |b theory and projects |c Philippe De Wilde |
| 250 | |a 2. ed. | ||
| 264 | 1 | |a London [u.a.] |b Springer |c 1997 | |
| 300 | |a XI, 174 S. |b graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 500 | |a Literaturverz. S. 159 - 168 | ||
| 650 | 7 | |a Neurale netwerken |2 gtt | |
| 650 | 7 | |a Réseaux neuronaux (informatique) |2 ram | |
| 650 | 4 | |a Neural networks (Computer science) | |
| 650 | 0 | 7 | |a Neuronales Netz |0 (DE-588)4226127-2 |2 gnd |9 rswk-swf |
| 689 | 0 | 0 | |a Neuronales Netz |0 (DE-588)4226127-2 |D s |
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Datensatz im Suchindex
| _version_ | 1827042623182864385 |
|---|---|
| adam_text |
CONTENTS
PREFACE
IX
1
KEY
CONCEPTS
IN
NEURAL
NETWORKS
1
1.1
KEYWORDS
AND
A
KEY
CONCEPT
.
1
1.2
A
GUIDE
TO
THE
LITERATURE
.
4
1.3
THE
OPERATION
OF
A
BASIC
NETWORK
.
5
1.3.1
STATIC
DESCRIPTION
OF
THE
NETWORK
.
5
1.3.2
EVOLUTION
IN
TIME
.
6
1.3.3
CONSTRUCTION
OF
THE
UPDATE
RULE
.
7
1.3.4
TRAJECTORIES
IN
STATE
SPACE
.
10
1.3.5
CAPACITY
.
11
1.3.6
AUTO-ASSOCIATIVITY
.
14
1.4
OTHER
NOTIONS
.
15
1.4.1
HETERO-ASSOCIATIVITY
(ASSOCIATIVE
MEMORY)
.
15
1.4.2
LAYERED
NETWORKS
.
16
1.4.3
LEARNING
IN
A
NET
WITH
INPUT
AND
OUTPUT
.
17
1.4.4
OTHER
UPDATE
RULES
.
19
1.4.5
ENERGY
SURFACE
.
20
1.4.6
HIGHER
ORDER
NETWORKS
.
21
1.4.7
LAYOUT
.
23
1.5
LIST
OF
SYMBOLS
.
24
1.6
PROBLEMS
.
25
1.7
PROJECT:
SEMANTIC
NETWORKS
.
25
1.7.1
FEATURES
IDENTIFYING
A
ROOM
.
26
1.7.2
CORRELATIONS
AND
A
SEMANTIC
NET
.
28
1.7.3
RULES
AND
STATE
MACHINES
WITH
NEURAL
NETWORKS.
30
2
BACKPROPAGATION
33
2.1
INTRODUCTION
.
33
2.2
HOW
THE
NETWORK
FUNCTIONS
.
34
2.3
CALCULATION
OF
WEIGHTS
BY
BACKPROPAGATION
.
36
2.3.1
CALCULATION
OF
THE
ERROR
SIGNALS
OF
THE
OUTPUT
NEURONS
.
36
2.3.2
UPDATES
OF
WEIGHTS
BETWEEN
HIDDEN
AND
OUTPUT
NEURONS
.
37
2.3.3
ERROR
SIGNALS
FOR
HIDDEN
NEURONS
.
38
2.3.4
UPDATES
OF
WEIGHTS
BETWEEN
INPUT
AND
HIDDEN
NEURONS
.
39
2.3.5
REMARKS
ON
EPOCHS
AND
MULTIPLE
PATTERNS
.
39
2.4
A
GENERAL
THREE
LAYER
NETWORK
.
40
2.5
GENERAL
BACKPROPAGATION
ALGORITHM
.
41
2.6
APPLICATIONS
OF
NEURAL
NETWORKS
.
44
2.7
PROBLEMS
.
48
2.8
PROJECT:
CLASSIFICATON
OF
ANGIOGRAMS
.
48
3
NEURONS
IN
THE
BRAIN
53
3.1
THE
PHYSICAL
MODEL
.
54
3.2
OPERATION
OF
THE
NEURON
.
58
3.3
THE
MATHEMATICAL
MODEL
.
62
3.4
THE
TRANSFER
FUNCTION
.
65
3.5
PROBLEMS
.
67
3.6
PROJECT:
NEURAL
OSCILLATORS
.
67
4
THE
FUNDAMENTAL
SYSTEM
OF
DIFFERENTIAL
EQUATIONS
71
4.1
EXISTENCE
OF
A
SOLUTION
.
72
4.2
NUMERICAL
SOLUTION
OF
THE
EQUATIONS
.
74
4.3
AN
ANALOG
CIRCUIT
.
76
4.4
THE
ENERGY
FUNCTION
.
79
4.5
STABILITY
OF
EQUILIBRIA
.
83
4.6
A
LYAPUNOV
THEOREM
FOR
NEURAL
NETWORKS
.
89
4.7
PROBLEMS
.
95
4.8
PROJECT:
CHAOS
.
96
5
SYNCHRONOUS
AND
DISCRETE
NETWORKS
101
5.1
FROM
ANALOG
TO
DIGITAL
NEURAL
NETWORKS
.
102
5.2
SYNCHRONOUS
DYNAMICS
AND
CYCLES
.
104
5.3
PROBLEMS
.
107
5.4
PROJECT:
CONTINUUM
OF
NEURONS
.
108
6
LINEAR
CAPACITY
113
6.1
THRESHOLD
FUNCTIONS
.
114
6.2
LINEAR
CAPACITY
.
120
6.3
PROBLEMS
.
123
6.4
PROJECT:
A
NEURAL
NETWORK
CHIP
.
123
7
CAPACITY
FROM
A
SIGNAL
TO
NOISE
RATIO
129
7.1
SUM-OF-OUTERPRODUCT
WEIGHTS
.
129
7.2
CAPACITY
DEPENDENT
ON
REPRESENTATION
.
136
7.3
PROBLEMS
.
140
7.4
PROJECT:
CAPACITY
AND
ATTRACTOR
SIZE
.
141
8
NEURAL
NETWORKS
AND
MARKOV
CHAINS
143
8.1
SIMULATED
ANNEALING
.
143
8.2
THE
FOKKER-PLANCK
EQUATION
.
148
8.3
PROBLEMS
.
151
8.4
PROJECT:
LEARNING
WITH
HIDDEN
UNITS
.
151
8.4.1
DETERMINISTIC
NETWORKS
.
151
8.4.2
BOLTZMANN
LEARNING
.
154
8.4.3
MEAN-FIELD
LEARNING
.
155
BIBLIOGRAPHY
159
INDEX
169 |
| any_adam_object | 1 |
| author | De Wilde, Philippe 1958- |
| author_GND | (DE-588)128508574 |
| author_facet | De Wilde, Philippe 1958- |
| author_role | aut |
| author_sort | De Wilde, Philippe 1958- |
| author_variant | w p d wp wpd |
| building | Verbundindex |
| bvnumber | BV011341753 |
| callnumber-first | Q - Science |
| callnumber-label | QA76 |
| callnumber-raw | QA76.87 |
| callnumber-search | QA76.87 |
| callnumber-sort | QA 276.87 |
| callnumber-subject | QA - Mathematics |
| classification_rvk | ST 300 ST 301 |
| classification_tum | DAT 717f |
| ctrlnum | (OCoLC)36672188 (DE-599)BVBBV011341753 |
| dewey-full | 006.3/2 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods |
| dewey-raw | 006.3/2 |
| dewey-search | 006.3/2 |
| dewey-sort | 16.3 12 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik |
| edition | 2. ed. |
| format | Book |
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| id | DE-604.BV011341753 |
| illustrated | Illustrated |
| indexdate | 2025-03-19T17:00:24Z |
| institution | BVB |
| isbn | 3540761292 |
| language | German |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-007620805 |
| oclc_num | 36672188 |
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| owner_facet | DE-19 DE-BY-UBM DE-91G DE-BY-TUM DE-92 DE-29T DE-188 DE-706 |
| physical | XI, 174 S. graph. Darst. |
| publishDate | 1997 |
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| publishDateSort | 1997 |
| publisher | Springer |
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| spelling | De Wilde, Philippe 1958- Verfasser (DE-588)128508574 aut Neural network models theory and projects Philippe De Wilde 2. ed. London [u.a.] Springer 1997 XI, 174 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Literaturverz. S. 159 - 168 Neurale netwerken gtt Réseaux neuronaux (informatique) ram Neural networks (Computer science) Neuronales Netz (DE-588)4226127-2 gnd rswk-swf Neuronales Netz (DE-588)4226127-2 s DE-604 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007620805&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | De Wilde, Philippe 1958- Neural network models theory and projects Neurale netwerken gtt Réseaux neuronaux (informatique) ram Neural networks (Computer science) Neuronales Netz (DE-588)4226127-2 gnd |
| subject_GND | (DE-588)4226127-2 |
| title | Neural network models theory and projects |
| title_auth | Neural network models theory and projects |
| title_exact_search | Neural network models theory and projects |
| title_full | Neural network models theory and projects Philippe De Wilde |
| title_fullStr | Neural network models theory and projects Philippe De Wilde |
| title_full_unstemmed | Neural network models theory and projects Philippe De Wilde |
| title_short | Neural network models |
| title_sort | neural network models theory and projects |
| title_sub | theory and projects |
| topic | Neurale netwerken gtt Réseaux neuronaux (informatique) ram Neural networks (Computer science) Neuronales Netz (DE-588)4226127-2 gnd |
| topic_facet | Neurale netwerken Réseaux neuronaux (informatique) Neural networks (Computer science) Neuronales Netz |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007620805&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT dewildephilippe neuralnetworkmodelstheoryandprojects |