Knowledge acquisition for case-based reasoning systems:
Saved in:
| Main Author: | |
|---|---|
| Format: | Thesis Book |
| Language: | English |
| Published: |
München
Verl. Dr. Hut
2013
|
| Edition: | 1. Aufl. |
| Series: | Informatik
|
| Subjects: | |
| Online Access: | Inhaltstext Inhaltsverzeichnis |
| Physical Description: | XV, 204 S. graph. Darst. 210 mm x 148 mm, 341 g |
| ISBN: | 9783843913577 3843913579 |
Staff View
MARC
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Record in the Search Index
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Contents
1 Introduction 1
1.1 Contributions. 2
1.2 Approach. 3
1.3 Required Knowledge. 4
1.4 Overview of this Thesis. 4
2 Foundations and State-of-the-Art 7
2.1 Case-Based Reasoning. 7
2.1.1 Distributed CBR Systems. 12
2.1.2 Case-Based Configuration. 16
2.2 Information Extraction. 18
2.3 Ontology Engineering from Text. 19
2.3.1 Ontology Development. 20
2.3.2 Ontology Learning. 21
2.3.3 Ontology Mapping and Ontology Alignment. 24
2.3.4 Collaborative Ontology Engineering and Quality As-
surance . 25
2.3.5 Ontology Engineering in Knowledge Management . . 26
2.4 State-of-the-Art. 27
2.4.1 Knowledge Acquisition in CommonKADS . 27
2.4.2 Capturing Knowledge. 28
2.4.3 Applying Knowledge. 29
2.5 my CBR. 30
2.5.1 Vocabulary. 31
2.5.2 Completion and Adaptation Rules. 32
2.5.3 Similarity Measures. 35
2.5.4 Cases. 35
2.5.5 CBR-Tool GUI. 36
Contents
2.5.6 myCBR Modeling View. 37
2.5.7 Other available CBR tools. 40
2.6 Summary. 41
3 The SEASALT Architecture 43
3.1 Knowledge Sources. 44
3.2 Knowledge Formalization. 45
3.3 Knowledge Provision. 47
3.4 Knowledge Representation. 48
3.5 Individualised Knowledge . 48
3.6 The docQuery Use Case. 49
3.6.1 Requirements of Travel Medicine as an Application
Domain. 49
3.6.2 Travel Medicine. 50
3.6.3 4R Cycle from the Travel Medical Point of View . 52
3.6.4 The docQuery Case Bases. 55
3.7 Summary. 56
4 Knowledge Acquisition 59
4.1 Experiences in Web Communities. 60
4.1.1 The Role of Web 2.0 in Knowledge Acquisition . 61
4.1.2 Knowledge Extraction within SEASALT. 62
4.1.3 Discussion of Related Work. 63
4.2 Knowledge Modularization. 65
4.2.1 Knowledge Map. 67
4.2.2 KLinit: Pre-Processing. 67
4.2.3 KLomb: Knowledge Modularization Methodology . . 72
4.2.4 Related Work. 81
4.3 Quality of Knowledge Sources. 82
4.3.1 Knowledge Source Properties . 82
4.3.2 Assessment of Knowledge Source Properties. 84
4.4 Knowledge Mining. 85
4.4.1 Software Tools . 93
4.4.2 Classification in the Feedback GUI. 96
4.4.3 Related Work. 107
4.5 Knowledge Extraction. 108
4.5.1 Process . 109
4.5.2 Interactive Knowledge Extraction. 116
4.5.3 Knowledge Extraction Workbench. 120
4.5.4 Related Work: Knowledge Extraction for CBR Systems 123
x
Contents
4.6 Knowledge Composition. 125
4.6.1 Deficiencies of Existing Methodologies . 125
4.6.2 Knowledge Composition Methodology. 127
4.6.3 Software Agent Design. 132
4.6.4 Retrieval Strategies on the Knowledge Map . 134
4.6.5 Value Supplementation Method for Incomplete Case
Information. 138
4.7 Summary. 144
5 Evaluation 147
5.1 Knowledge Mining. 147
5.2 Knowledge Extraction. 149
5.2.1 Evaluation of IE tools. 149
5.2.2 Case Base Driven Knowledge Extraction. 150
5.2.3 KEWo Experiments. 157
5.3 Knowledge Provision. 160
5.3.1 Knowledge Line: Distributed CBR agents . 160
5.3.2 Value Supplementation Method. 160
5.3.3 Knowledge Composition. 168
5.4 Summary. 170
6 Conclusions and Outlook 173
Acronyms 175
Glossary 179
Bibliography 181
Appendix A: Knowledge Mining Results 201
Appendix B: docQuery Web Interface 205
xi |
| any_adam_object | 1 |
| author | Bach, Kerstin 1981- |
| author_GND | (DE-588)1036419746 |
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| bvnumber | BV041652668 |
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| discipline | Informatik |
| edition | 1. Aufl. |
| format | Thesis Book |
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| spelling | Bach, Kerstin 1981- Verfasser (DE-588)1036419746 aut Knowledge acquisition for case-based reasoning systems Kerstin Bach 1. Aufl. München Verl. Dr. Hut 2013 XV, 204 S. graph. Darst. 210 mm x 148 mm, 341 g txt rdacontent n rdamedia nc rdacarrier Informatik Zugl.: Hildesheim, Univ., Diss., 2012 Touristikmedizin (DE-588)4060523-1 gnd rswk-swf Wissenskarte (DE-588)4570098-9 gnd rswk-swf Semantisches Netz (DE-588)4242662-5 gnd rswk-swf Wissenserwerb (DE-588)4241169-5 gnd rswk-swf Wissenstechnik (DE-588)4192641-9 gnd rswk-swf Verteiltes System (DE-588)4238872-7 gnd rswk-swf Wissensbasiertes System (DE-588)4197554-6 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Wissensbasiertes System (DE-588)4197554-6 s Verteiltes System (DE-588)4238872-7 s Semantisches Netz (DE-588)4242662-5 s Wissenstechnik (DE-588)4192641-9 s Wissenskarte (DE-588)4570098-9 s Wissenserwerb (DE-588)4241169-5 s Touristikmedizin (DE-588)4060523-1 s DE-604 Erscheint auch als Online-Ausgabe Bach, Kerstin Knowledge Acquisition for Case-Based Reasoning Systems X:MVB text/html http://deposit.dnb.de/cgi-bin/dokserv?id=4558684&prov=M&dok_var=1&dok_ext=htm Inhaltstext Digitalisierung UB Regensburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027093241&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Bach, Kerstin 1981- Knowledge acquisition for case-based reasoning systems Touristikmedizin (DE-588)4060523-1 gnd Wissenskarte (DE-588)4570098-9 gnd Semantisches Netz (DE-588)4242662-5 gnd Wissenserwerb (DE-588)4241169-5 gnd Wissenstechnik (DE-588)4192641-9 gnd Verteiltes System (DE-588)4238872-7 gnd Wissensbasiertes System (DE-588)4197554-6 gnd |
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| title | Knowledge acquisition for case-based reasoning systems |
| title_auth | Knowledge acquisition for case-based reasoning systems |
| title_exact_search | Knowledge acquisition for case-based reasoning systems |
| title_full | Knowledge acquisition for case-based reasoning systems Kerstin Bach |
| title_fullStr | Knowledge acquisition for case-based reasoning systems Kerstin Bach |
| title_full_unstemmed | Knowledge acquisition for case-based reasoning systems Kerstin Bach |
| title_short | Knowledge acquisition for case-based reasoning systems |
| title_sort | knowledge acquisition for case based reasoning systems |
| topic | Touristikmedizin (DE-588)4060523-1 gnd Wissenskarte (DE-588)4570098-9 gnd Semantisches Netz (DE-588)4242662-5 gnd Wissenserwerb (DE-588)4241169-5 gnd Wissenstechnik (DE-588)4192641-9 gnd Verteiltes System (DE-588)4238872-7 gnd Wissensbasiertes System (DE-588)4197554-6 gnd |
| topic_facet | Touristikmedizin Wissenskarte Semantisches Netz Wissenserwerb Wissenstechnik Verteiltes System Wissensbasiertes System Hochschulschrift |
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