Error correcting classification based on neural networks:
Saved in:
| Main Author: | |
|---|---|
| Format: | Thesis Book |
| Language: | German |
| Published: |
Aachen
Shaker
1998
|
| Edition: | Als Ms. gedr. |
| Series: | Berichte aus dem Lehrstuhl für Netzwerktheorie und Schaltungstechnik der Technischen Universität München
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | 158 S. graph. Darst. |
| ISBN: | 382654000X |
Staff View
MARC
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|---|---|---|---|
| 001 | BV012093731 | ||
| 003 | DE-604 | ||
| 005 | 19981217 | ||
| 007 | t| | ||
| 008 | 980721s1998 gw d||| m||| 00||| ger d | ||
| 016 | 7 | |a 954099087 |2 DE-101 | |
| 020 | |a 382654000X |c Pb. : DM 94.00, sfr 99.00, S 659.00 |9 3-8265-4000-X | ||
| 035 | |a (OCoLC)75872667 | ||
| 035 | |a (DE-599)BVBBV012093731 | ||
| 040 | |a DE-604 |b ger |e rakddb | ||
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| 084 | |a DAT 584d |2 stub | ||
| 100 | 1 | |a Utschick, Wolfgang |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Error correcting classification based on neural networks |c Wolfgang Utschick |
| 246 | 1 | 3 | |a Error-correcting classification based on neural networks |
| 250 | |a Als Ms. gedr. | ||
| 264 | 1 | |a Aachen |b Shaker |c 1998 | |
| 300 | |a 158 S. |b graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 0 | |a Berichte aus dem Lehrstuhl für Netzwerktheorie und Schaltungstechnik der Technischen Universität München | |
| 502 | |a Zugl.: München, Techn. Univ., Diss., 1998 | ||
| 650 | 0 | 7 | |a Diskriminanzanalyse |0 (DE-588)4012470-8 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Neuronales Netz |0 (DE-588)4226127-2 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Automatische Klassifikation |0 (DE-588)4120957-6 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Maschinelles Lernen |0 (DE-588)4193754-5 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Fehlerkorrekturcode |0 (DE-588)4124917-3 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Klassifikation |0 (DE-588)4030958-7 |2 gnd |9 rswk-swf |
| 655 | 7 | |0 (DE-588)4113937-9 |a Hochschulschrift |2 gnd-content | |
| 655 | 7 | |a Fehlerkorrekturkode |2 gnd |9 rswk-swf | |
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| 689 | 0 | 1 | |a Fehlerkorrekturkode |A f |
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| 943 | 1 | |a oai:aleph.bib-bvb.de:BVB01-008190346 | |
Record in the Search Index
| _version_ | 1826589725453975552 |
|---|---|
| adam_text |
CONTENTS
1
INTRODUCTION
IS
1.1
CLASSIFICATION
.
15
1.1.1
STATISTICAL
DECISION
THEORY
.
16
1.1.2
ESTIMATION
OF
DECISION
RULES
.
18
1.1.3
SUPERVISED
LEARNING
.
21
1.1.4
BIAS/VARIANCE
AND
REGULARIZATION
.
22
1.1.5
COMPUTATIONAL
LEARNING
THEORY
.
24
1.2
ERROR-CORRECTING
OUTPUT
CODES
(ECOC)
.
27
1.2.1
THEORETICAL
RESULTS
.
29
1.2.2
PREVIOUS
WORK
.
33
1.2.3
RESUME
.
34
1.3
PERCEPTRONS
.
35
1.3.1
LINEAR
DISCRIMINANT
ANALYSIS
.
36
1.3.2
GEOMETRICAL
PROPERTIES
.
38
1.3.3
VC-DIMENSION
.
39
1.3.4
HEBBIAN
LEARNING
RULE
.
39
2
THE
PLUG-IN-CLASSIFLCATION
SYSTEM
43
XII
CONTENTS
2.1
ARCHITECTURE
.
43
2.1.1
BINARY
DECODER
.
45
2.1.2
VECTOR
QUANTIZER
.
50
2.2
NEURAL
COMPONENTS
.
51
2.2.1
PERCEPTRON
LAYER
AND
BOOLEAN
FUNCTION
.
53
2.2.2
GEOMETRICAL
PROPERTIES
.
54
2.2.3
STATISTICAL
PROPERTIES
.
59
3
LEARNING
ALGORITHMS
62
3.1
LEARNING
LAYER
BY
LAYER
.
62
3.2
PARALLEL
TRAINING
OF
PARALLEL
NEURAL
COMPONENTS
.
67
3.2.1
PROVIDING
BINARY
TARGETS
.
68
3.2.2
PROVIDING
NON-BINARY
TARGETS
.
70
3.3
TRAINING
OF
TWO-CLASS
PROBLEMS
.
76
3.3.1
MADALINE
RULE
.
78
3.3.2
EXTENDED
MADALINE
RULE
.
78
3.3.3
MADATRON
RULE
.
90
3.4
RESULTS
.
92
4
ERROR-CORRECTING
CODE
DESIGN
97
4.1
ERROR
FUNCTION
OF
CODE
DESIGN
.
97
4.1.1
SEMI-IMPLICIT
DISCRETE
OPTIMIZATION
.
100
4.1.2
START
CODES
.
105
4.2
RESULTS
.
107
CONTENTS
ACTII
4.2.1
OPTIMAL
REFERENCE
VECTORS
FOR
J
=
10
COMPONENTS
.
108
4.2.2
OPTIMAL
DICHOTOMIES
FOR
J
=
7
COMPONENTS
.
112
5
ICR
-
COMPARISON
AND
RESULTS
117
5.1
INTELLIGENT
CHARACTER
RECOGNITION
.117
5.2
DATABASES
.
119
5.3
EXTENDED
HOUGH-TRANSFORMATION
.
119
5.3.1
EVALUATION
CRITERIA
.
122
5.3.2
HIERARCHICAL
LEARNING
.
123
5.4
RESULTS
.
124
6
SUMMARY
130
A
ECOC
133
B
DATABASE
138
C
HOUGH
TRANSFORMATION
139
D
EVALUATION
CRITERIA
143
E
SYMBOLS
145 |
| any_adam_object | 1 |
| author | Utschick, Wolfgang |
| author_facet | Utschick, Wolfgang |
| author_role | aut |
| author_sort | Utschick, Wolfgang |
| author_variant | w u wu |
| building | Verbundindex |
| bvnumber | BV012093731 |
| classification_tum | DAT 584d |
| ctrlnum | (OCoLC)75872667 (DE-599)BVBBV012093731 |
| discipline | Informatik |
| edition | Als Ms. gedr. |
| format | Thesis Book |
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| genre_facet | Hochschulschrift Fehlerkorrekturkode |
| id | DE-604.BV012093731 |
| illustrated | Illustrated |
| indexdate | 2025-03-14T17:01:47Z |
| institution | BVB |
| isbn | 382654000X |
| language | German |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-008190346 |
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| open_access_boolean | |
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| owner_facet | DE-12 DE-91 DE-BY-TUM DE-634 |
| physical | 158 S. graph. Darst. |
| publishDate | 1998 |
| publishDateSearch | 1998 |
| publishDateSort | 1998 |
| publisher | Shaker |
| record_format | marc |
| series2 | Berichte aus dem Lehrstuhl für Netzwerktheorie und Schaltungstechnik der Technischen Universität München |
| spelling | Utschick, Wolfgang Verfasser aut Error correcting classification based on neural networks Wolfgang Utschick Error-correcting classification based on neural networks Als Ms. gedr. Aachen Shaker 1998 158 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Berichte aus dem Lehrstuhl für Netzwerktheorie und Schaltungstechnik der Technischen Universität München Zugl.: München, Techn. Univ., Diss., 1998 Diskriminanzanalyse (DE-588)4012470-8 gnd rswk-swf Neuronales Netz (DE-588)4226127-2 gnd rswk-swf Automatische Klassifikation (DE-588)4120957-6 gnd rswk-swf Maschinelles Lernen (DE-588)4193754-5 gnd rswk-swf Fehlerkorrekturcode (DE-588)4124917-3 gnd rswk-swf Klassifikation (DE-588)4030958-7 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Fehlerkorrekturkode gnd rswk-swf Klassifikation (DE-588)4030958-7 s Fehlerkorrekturkode f Neuronales Netz (DE-588)4226127-2 s DE-604 Fehlerkorrekturcode (DE-588)4124917-3 s Automatische Klassifikation (DE-588)4120957-6 s Diskriminanzanalyse (DE-588)4012470-8 s Maschinelles Lernen (DE-588)4193754-5 s DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=008190346&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Utschick, Wolfgang Error correcting classification based on neural networks Diskriminanzanalyse (DE-588)4012470-8 gnd Neuronales Netz (DE-588)4226127-2 gnd Automatische Klassifikation (DE-588)4120957-6 gnd Maschinelles Lernen (DE-588)4193754-5 gnd Fehlerkorrekturcode (DE-588)4124917-3 gnd Klassifikation (DE-588)4030958-7 gnd |
| subject_GND | (DE-588)4012470-8 (DE-588)4226127-2 (DE-588)4120957-6 (DE-588)4193754-5 (DE-588)4124917-3 (DE-588)4030958-7 (DE-588)4113937-9 |
| title | Error correcting classification based on neural networks |
| title_alt | Error-correcting classification based on neural networks |
| title_auth | Error correcting classification based on neural networks |
| title_exact_search | Error correcting classification based on neural networks |
| title_full | Error correcting classification based on neural networks Wolfgang Utschick |
| title_fullStr | Error correcting classification based on neural networks Wolfgang Utschick |
| title_full_unstemmed | Error correcting classification based on neural networks Wolfgang Utschick |
| title_short | Error correcting classification based on neural networks |
| title_sort | error correcting classification based on neural networks |
| topic | Diskriminanzanalyse (DE-588)4012470-8 gnd Neuronales Netz (DE-588)4226127-2 gnd Automatische Klassifikation (DE-588)4120957-6 gnd Maschinelles Lernen (DE-588)4193754-5 gnd Fehlerkorrekturcode (DE-588)4124917-3 gnd Klassifikation (DE-588)4030958-7 gnd |
| topic_facet | Diskriminanzanalyse Neuronales Netz Automatische Klassifikation Maschinelles Lernen Fehlerkorrekturcode Klassifikation Hochschulschrift Fehlerkorrekturkode |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=008190346&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT utschickwolfgang errorcorrectingclassificationbasedonneuralnetworks |