Fuzzy and neuro-fuzzy intelligent systems: with ... 16 tables
Gespeichert in:
| Hauptverfasser: | , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Heidelberg ; New York
Physica-Verl.
2000
|
| Schriftenreihe: | Studies in fuzziness and soft computing
47 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XVI, 193 S. graph. Darst. |
| ISBN: | 3790812897 |
Internformat
MARC
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| 100 | 1 | |a Czogała, Ernest |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Fuzzy and neuro-fuzzy intelligent systems |b with ... 16 tables |c Ernest Czogała ; Jacek Łȩski |
| 264 | 1 | |a Heidelberg ; New York |b Physica-Verl. |c 2000 | |
| 300 | |a XVI, 193 S. |b graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 1 | |a Studies in fuzziness and soft computing |v 47 | |
| 650 | 0 | 7 | |a Künstliche Intelligenz |0 (DE-588)4033447-8 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Neuronales Netz |0 (DE-588)4226127-2 |2 gnd |9 rswk-swf |
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| 655 | 7 | |0 (DE-588)4143413-4 |a Aufsatzsammlung |2 gnd-content | |
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| 689 | 0 | 2 | |a Künstliche Intelligenz |0 (DE-588)4033447-8 |D s |
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| 700 | 1 | |a Łȩski, Jacek |d 1963- |e Verfasser |0 (DE-588)121841367 |4 aut | |
| 830 | 0 | |a Studies in fuzziness and soft computing |v 47 |w (DE-604)BV021858135 |9 47 | |
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Datensatz im Suchindex
| _version_ | 1805068438039691264 |
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| adam_text |
CONTENTS
PREFACE
.
VII
1
CLASSICAL
SETS
AND
FUZZY
SETS
BASIC
DEFINITIONS
AND
TERMINOLOGY
.
1
(BY
E.CZOGAIA
AND
J.L^SKI)
1.1
CLASSICAL
SETS
.
1
1.2
FUZZY
SETS
.
3
1.3
OPERATIONS
ON
FUZZY
SETS
.
5
1.4
CLASSIFICATION
OF
T-NORMS
AND
T-CONORMS
.
15
1.5
DE
MORGAN
TRIPLE
AND
OTHER
PROPERTIES
OF
T-AND
S-NORMS
.
17
1.6
PARAMETERIZED
T-,
S-NORMS
AND
NEGATIONS .
19
1.7
FUZZY
RELATIONS
.
21
1.8
CYLINDRICAL
EXTENSION
AND
PROJECTION
OF
FUZZY
SETS
.
22
1.9
EXTENSION
PRINCIPLE
.
23
1.10
LINGUISTIC
VARIABLE
.
24
1.11
SUMMARY
.
26
BIBLIOGRAPHICAL
NOTES
.
26
2
APPROXIMATE
REASONING
.
27
(BY
J.L^SKI
AND
E.CZOGAIA
)
2.1
INTERPRETATION
OF
FUZZY
CONDITIONAL
STATEMENT
.
27
2.2
AN
APPROACH
TO
AXIOMATIC
DEFINITION
OF
FUZZY
IMPLICATION
.
29
2.3
COMPOSITIONAL
RULE
OF
INFERENCE
.
32
2.4
FUZZY
REASONING
.
38
2.5
CANONICAL
FUZZY
IF-THEN
RULE
.
40
2.6
AGGREGATION
OPERATION
.
43
2.7
APPROXIMATE
REASONING
USING
A
FUZZY
RULE
BASE
.
45
XLV
CONTENTS
2.8
APPROXIMATE
REASONING
WITH
SINGLETONS
.
46
2.9
FUZZIFIERS
AND
DEFUZZIFIERS
.
47
2.10
EQUIVALENCE
OF
APPROXIMATE
REASONING
RESULTS
USING
DIFFERENT
INTERPRETATIONS
OF
IF-THEN
RULES
.
51
2.11
NUMERICAL
RESULTS
.
53
2.12
SUMMARY
.
63
BIBLIOGRAPHICAL
NOTES
.
64
3
ARTIFICIAL
NEURAL
NETWORKS
.
65
(BY
J.L^SKI)
3.1
INTRODUCTION
.
65
3.2
ARTIFICIAL
NEURAL
NETWORKS
TOPOLOGIES
.
67
3.2.1
FEEDFORWARD
MULTILAYER
NETWORKS
.
67
3.2.2
RADIAL
BASIS
FUNCTION
NETWORKS
.
69
3.2.3
RECURRENT
NETWORKS
.
70
3.3
LEARNING
IN
ARTIFICIAL
NEURAL
NETWORKS
.
71
3.4
BACK-PROPAGATION
LEARNING
RULE
.
72
3.5
MODIFICATIONS
OF
THE
CLASSIC
BACK-PROPAGATION
METHOD
.
76
3.6
OPTIMIZATION
METHODS
IN
NEURAL
NETWORKS
LEARNING
.
78
3.7
NETWORKS
WITH
OUTPUT
LINEARLY
DEPENDING
ON
PARAMETERS
.
82
3.8
GLOBAL
OPTIMIZATION
METHODS
.
87
3.9
SUMMARY
.
92
BIBLIOGRAPHICAL
NOTES
.
92
4
UNSUPERVISED
LEARNING
CLUSTERING
METHODS
.
93
(BY
J.L^SKI)
4.1
INTRODUCTION
.
93
4.2
SELF-ORGANIZING
FEATURE
MAP
.
93
4.3
VECTOR
QUANTIZATION
AND
LEARNING
VECTOR
QUANTIZATION
.
97
4.4
AN
OVERVIEW
OF
CLUSTERING
METHODS
.
99
4.4.1
HIERARCHICAL
CLUSTERING
.
101
4.4.2
GRAPH
THEORETIC
CLUSTERING
.
102
4.4.3
DECOMPOSITION
OF
DENSITY
FUNCTION
.
103
4.4.4
CLUSTERING
BY
MINIMIZING
CRITERION
FUNCTION
.
105
4.5
FUZZY
CLUSTERING
METHODS
.
107
CONTENTS
XV
4.6
A
POSSIBILISTIC
APPROACH
TO
CLUSTERING
.
113
4.7
NEW
GENERALIZED
WEIGHTED
CONDITIONAL
FUZZY
C-MEANS
.
118
4.8
FUZZY
LEARNING
VECTOR
QUANTIZATION
.
120
4.9
CLUSTER
VALIDITY
.
123
4.10
SUMMARY
.
126
BIBLIOGRAPHICAL
NOTES
.
127
5
FUZZY
SYSTEMS
.
129
(BY
J.L$SKI
AND
E.CZOGALA
)
5.1
INTRODUCTION
.
129
5.2
THE
MAMDANI
FUZZY
SYSTEMS
.
130
5.3
THE
TAKAGI-SUGENO-KANG
FUZZY
SYSTEMS
.
131
5.4
FUZZY
SYSTEMS
WITH
PARAMETERIZED
CONSEQUENTS
.
133
5.5
SUMMARY
.
139
BIBLIOGRAPHICAL
NOTES
.
139
6
NEURO-FUZZY
SYSTEMS
.
141
(BY
J.L^SKI
AND
E.CZOGALA
)
6.1
INTRODUCTION
.
141
6.2
ARTIFICIAL
NEURAL
NETWORK
BASED
FUZZY
INFERENCE
SYSTEM
.
144
6.3
CLASSIFIER
BASED
ON
NEURO-FUZZY
SYSTEM
.
150
6.4
ANNBFIS
OPTIMIZATION
USING
DETERMINISTIC
ANNEALING
.
152
6.5
FURTHER
INVESTIGATIONS
OF
NEURO-FUZZY
SYSTEMS
.
154
6.6
SUMMARY
.
.
154
BIBLIOGRAPHICAL
NOTES
.
155
APPENDIX
A:
ARTIFICIAL
NEURAL
NETWORK
BASED
FUZZY
INFERENCE
SYSTEM
A
MATLAB
IMPLEMENTATION
.
156
APPENDIX
B:
PROOF
OF
CLASSIFIER
LEARNING
CONVERGENCE
.
161
7
APPLICATIONS
OF
ARTIFICIAL
NEURAL
NETWORK
BASED
FUZZY
INFERENCE
SYSTEM
.
163
(BY
J.L^SKI
AND
E.CZOGALA
)
7.1
INTRODUCTION
.
163
7.2
APPLICATION
TO
CHAOTIC
TIME
SERIES
PREDICTION
.
163
7.3
APPLICATION
TO
ECG
SIGNAL
COMPRESSION
.
166
XVI
CONTENTS
7.4
APPLICATION
TO
RIPLEY
'
S
SYNTHETIC
TWO-CLASS
DATA
CLASSIFICATION
.
167
7.5
APPLICATION
TO
THE
RECOGNITION
OF
DIABETES
IN
PIMA
INDIANS
.
170
7.6
APPLICATION
TO
THE
IRIS
PROBLEM
.
171
7.7
APPLICATION
TO
MONK
'
S
PROBLEMS
.
171
7.8
APPLICATION
TO
SYSTEM
IDENTIFICATION
.
173
7.9
APPLICATION
TO
CONTROL
.
175
7.10
APPLICATION
TO
CHANNEL
EQUALIZATION
.
177
7.11
SUMMARY
.
179
BIOGRAPHICAL
NOTES
.
180
REFERENCES
.
181
LIST
OF
NOTATIONS
AND
ABBREVIATIONS
.
191 |
| any_adam_object | 1 |
| author | Czogała, Ernest Łȩski, Jacek 1963- |
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| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods |
| dewey-raw | 006.32 |
| dewey-search | 006.32 |
| dewey-sort | 16.32 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik |
| format | Book |
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| genre_facet | Aufsatzsammlung |
| id | DE-604.BV013109394 |
| illustrated | Illustrated |
| indexdate | 2024-07-20T03:50:06Z |
| institution | BVB |
| isbn | 3790812897 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-008931490 |
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| owner_facet | DE-473 DE-BY-UBG DE-12 DE-634 DE-525 |
| physical | XVI, 193 S. graph. Darst. |
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| publishDateSearch | 2000 |
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| publisher | Physica-Verl. |
| record_format | marc |
| series | Studies in fuzziness and soft computing |
| series2 | Studies in fuzziness and soft computing |
| spelling | Czogała, Ernest Verfasser aut Fuzzy and neuro-fuzzy intelligent systems with ... 16 tables Ernest Czogała ; Jacek Łȩski Heidelberg ; New York Physica-Verl. 2000 XVI, 193 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Studies in fuzziness and soft computing 47 Künstliche Intelligenz (DE-588)4033447-8 gnd rswk-swf Neuronales Netz (DE-588)4226127-2 gnd rswk-swf Fuzzy-Logik (DE-588)4341284-1 gnd rswk-swf (DE-588)4143413-4 Aufsatzsammlung gnd-content Fuzzy-Logik (DE-588)4341284-1 s Neuronales Netz (DE-588)4226127-2 s Künstliche Intelligenz (DE-588)4033447-8 s DE-604 Łȩski, Jacek 1963- Verfasser (DE-588)121841367 aut Studies in fuzziness and soft computing 47 (DE-604)BV021858135 47 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=008931490&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Czogała, Ernest Łȩski, Jacek 1963- Fuzzy and neuro-fuzzy intelligent systems with ... 16 tables Studies in fuzziness and soft computing Künstliche Intelligenz (DE-588)4033447-8 gnd Neuronales Netz (DE-588)4226127-2 gnd Fuzzy-Logik (DE-588)4341284-1 gnd |
| subject_GND | (DE-588)4033447-8 (DE-588)4226127-2 (DE-588)4341284-1 (DE-588)4143413-4 |
| title | Fuzzy and neuro-fuzzy intelligent systems with ... 16 tables |
| title_auth | Fuzzy and neuro-fuzzy intelligent systems with ... 16 tables |
| title_exact_search | Fuzzy and neuro-fuzzy intelligent systems with ... 16 tables |
| title_full | Fuzzy and neuro-fuzzy intelligent systems with ... 16 tables Ernest Czogała ; Jacek Łȩski |
| title_fullStr | Fuzzy and neuro-fuzzy intelligent systems with ... 16 tables Ernest Czogała ; Jacek Łȩski |
| title_full_unstemmed | Fuzzy and neuro-fuzzy intelligent systems with ... 16 tables Ernest Czogała ; Jacek Łȩski |
| title_short | Fuzzy and neuro-fuzzy intelligent systems |
| title_sort | fuzzy and neuro fuzzy intelligent systems with 16 tables |
| title_sub | with ... 16 tables |
| topic | Künstliche Intelligenz (DE-588)4033447-8 gnd Neuronales Netz (DE-588)4226127-2 gnd Fuzzy-Logik (DE-588)4341284-1 gnd |
| topic_facet | Künstliche Intelligenz Neuronales Netz Fuzzy-Logik Aufsatzsammlung |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=008931490&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV021858135 |
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