Automatic support for the development of classification systems:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Abschlussarbeit Buch |
| Sprache: | English |
| Veröffentlicht: |
München
Verl. Dr. Hut
2014
|
| Ausgabe: | 1. Aufl. |
| Schlagworte: | |
| Online-Zugang: | Inhaltstext Inhaltsverzeichnis |
| Beschreibung: | XVI, 166 S. graph. Darst. 240 mm x 170 mm, 501 g |
| ISBN: | 9783843914109 3843914109 |
Internformat
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| 100 | 1 | |a Reif, Matthias |d 1982- |e Verfasser |0 (DE-588)1050010736 |4 aut | |
| 245 | 1 | 0 | |a Automatic support for the development of classification systems |c Matthias Reif |
| 250 | |a 1. Aufl. | ||
| 264 | 1 | |a München |b Verl. Dr. Hut |c 2014 | |
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| 336 | |b txt |2 rdacontent | ||
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Datensatz im Suchindex
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|---|---|
| adam_text |
Contents
Introduction
1
1-1
Classification Systems
. 2
1.2
Contributions
of this
Dissertation
. 5
Overview of Meta-learning
9
2.1
Meta-learning
. 9
2.1.1
Applications
of Meta-learning
. 10
2.1.2
Publicly Founded Meta-learning Projects.
11
2.2
Meta-features
. 11
2.2.1
Categorization .
12
2.2.2
Properties
. 15
2.3
Meta-datasets
. 19
2.3.1
Publicly Available Meta-dataset
. 19
2.3.2
Meta-feature Calculation
. 20
2.3.3
Artificial
Datasets
for Meta-learning
. 20
2.4
Summary
. 22
Algorithm Selection
25
3.1
Approaches
. 26
3.1.1
Algorithm Selection using Classification
. 28
3.1.2
Algorithm Selection using Ranking
. 30
3.1.3
Algorithm Selection using Regression
. 32
3.1.4
Other Approaches
. 34
3.2
Recommendation According to Accuracy
. 35
3.2.1
Contributions
. 35
3.2.2
Predicting Classification Accuracies
. 36
3.2.3
Evaluation
. 38
3.3
Recommendation According to Time
. 46
3.3.1
Related Work
. 48
3.3.2
Run-Time of a Grid Search
. 50
VII
CONTENTS
3.3.3
Prediction of Training-Time
. 51
3.3.4
Evaluation
. 54
3.4
Recommendation of Classifier Combinations
. 60
3.4.1
Classifier Diversity
. 60
3.4.2
Fusion Strategies
. 61
3.4.3
Related Work
. 63
3.4.4
Predicting Set of Base Classifiers
. 64
3.4.5
Evaluation
. 65
3.5
Summary
. 72
4
Feature Selection
73
4.1
Approaches of Feature Selection
. 74
4.1.1
Filter Methods
. 74
4.1.2
Wrapper Methods
. 75
4.1.3
Embedded Methods
. 75
4.2
Speeding-up Forward Selection
. 76
4.2.1
Key Idea
. 77
4.2.2
Quality Estimation
. 78
4.3
Evaluation
. 80
4.3.1
Gathering Experience
. 80
4.3.2
Model Learning
. 81
4.3.3
Results and Comparison
. 81
4.4
Summary
. 87
5
Parameter Optimization
89
5.1
Introduction and Related Work
. 89
5.2
Used Algorithms
. 91
5.2.1
Support Vector Machine
. 91
5.2.2
Random Forests
. 92
5.2.3
Genetic Algorithms
. 93
5.3
Genetic Algorithms for Parameter Optimization
. 95
5.4
Meta-learning in Genetic Optimization
. 97
5.4.1
Meta-
features
. 97
5.4.2
Knowledge Base
. 98
5.4.3
Meta-feature Selection
. 98
5.4.4
Examples
. 101
5.5
Evaluation
. 102
5.5.1
Set-up
. 103
5.5.2
Results and Discussion
. 107
5.5.3
Effect of Changes in Parameter Values
. 114
5.6
Summary
. 119
VIII
CONTENTS
6 Automatic System
Construction
121
6.1
Introduction
and Related Work
. 122
6.2
Software Design
. 123
6.3
Practical Evaluation of Classifier Accuracy Prediction
. 126
6.3.1
Experiment Set-up
. 126
6.3.2
Accuracy and Time
. 127
6.3.3
Questionnaire
. 127
6.4
Implementation
. 129
6.5
Summary
. 130
7
Conclusion
133
A Meta-features
137
8
Selected Meta-features for Accuracy Prediction
141
С
Increase of Accuracy for Parameter Optimization
143
D
Detailed Results of the User Study
147
D.I Background
. 147
D.2 Comparing "with" and "without" Wizard
. 148
D.3 Rating of the Wizard
. 149
IX |
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| author | Reif, Matthias 1982- |
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| author_facet | Reif, Matthias 1982- |
| author_role | aut |
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| building | Verbundindex |
| bvnumber | BV041806088 |
| ctrlnum | (OCoLC)879512369 (DE-599)DNB1047257424 |
| discipline | Informatik |
| edition | 1. Aufl. |
| format | Thesis Book |
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| id | DE-604.BV041806088 |
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| indexdate | 2024-08-03T01:25:31Z |
| institution | BVB |
| isbn | 9783843914109 3843914109 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-027251548 |
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| physical | XVI, 166 S. graph. Darst. 240 mm x 170 mm, 501 g |
| publishDate | 2014 |
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| spelling | Reif, Matthias 1982- Verfasser (DE-588)1050010736 aut Automatic support for the development of classification systems Matthias Reif 1. Aufl. München Verl. Dr. Hut 2014 XVI, 166 S. graph. Darst. 240 mm x 170 mm, 501 g txt rdacontent n rdamedia nc rdacarrier Zugl.: Kaiserslautern, Techn. Univ., Diss., 2013 Data Mining (DE-588)4428654-5 gnd rswk-swf Algorithmus (DE-588)4001183-5 gnd rswk-swf Metadatenmodell (DE-588)4384643-9 gnd rswk-swf Automation (DE-588)4003957-2 gnd rswk-swf Klassifikation (DE-588)4030958-7 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Klassifikation (DE-588)4030958-7 s Automation (DE-588)4003957-2 s Data Mining (DE-588)4428654-5 s Metadatenmodell (DE-588)4384643-9 s Algorithmus (DE-588)4001183-5 s DE-604 X:MVB text/html http://deposit.dnb.de/cgi-bin/dokserv?id=4586360&prov=M&dok_var=1&dok_ext=htm Inhaltstext Digitalisierung BSB Muenchen 21 - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027251548&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Reif, Matthias 1982- Automatic support for the development of classification systems Data Mining (DE-588)4428654-5 gnd Algorithmus (DE-588)4001183-5 gnd Metadatenmodell (DE-588)4384643-9 gnd Automation (DE-588)4003957-2 gnd Klassifikation (DE-588)4030958-7 gnd |
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| title | Automatic support for the development of classification systems |
| title_auth | Automatic support for the development of classification systems |
| title_exact_search | Automatic support for the development of classification systems |
| title_full | Automatic support for the development of classification systems Matthias Reif |
| title_fullStr | Automatic support for the development of classification systems Matthias Reif |
| title_full_unstemmed | Automatic support for the development of classification systems Matthias Reif |
| title_short | Automatic support for the development of classification systems |
| title_sort | automatic support for the development of classification systems |
| topic | Data Mining (DE-588)4428654-5 gnd Algorithmus (DE-588)4001183-5 gnd Metadatenmodell (DE-588)4384643-9 gnd Automation (DE-588)4003957-2 gnd Klassifikation (DE-588)4030958-7 gnd |
| topic_facet | Data Mining Algorithmus Metadatenmodell Automation Klassifikation Hochschulschrift |
| url | http://deposit.dnb.de/cgi-bin/dokserv?id=4586360&prov=M&dok_var=1&dok_ext=htm http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027251548&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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