Probabilistic reasoning for in-home ambient intelligence systems:
Saved in:
| Main Author: | |
|---|---|
| Format: | Thesis Book |
| Language: | German |
| Published: |
Düsseldorf
VDI-Verl.
2015
|
| Edition: | Als Ms. gedr. |
| Series: | Fortschritt-Berichte VDI
Reihe 10, Informatik, Kommunikation ; 840 |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | XVII, 223 S. graph. Darst. |
| ISBN: | 9783183840106 |
Staff View
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Record in the Search Index
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|---|---|
| adam_text | CONTENTS
LIST OF SYMBOLS , VIII
ABSTRACT XIV
ZUSAMMENFASSUNG XVI
1 INTRODUCTION 1
1.1 PROBLEMS IN AMI 1
1.2 FOCUS AND GOALS 4
1.3 THESIS STRUCTURE 5
2 APPLICATION DOMAIN 7
2.1 THE AMI CONTEXT 7
2.2 THE STAKEHOLDERS 10
2.3 THE SMART HOME 12
2.4 PROBLEM FORMULATION 14
2.5 THE PROPOSED APPROACH TO IN-HOME AMI 15
3 SOME CONSIDERATIONS ON USING PROBABILISTIC REASONING IN AMI SYSTEMS 20
3.1 INTEGRABILITY 21
3.2 AUTONOMY 22
3.3 ADAPTABILITY 23
3.4 INTERFACING 25
3.5 EXTENSIBILITY 26
3.6 DATA INTEGRITY 27
3.7 EXPLAINABILITY 28
3.8 UNITY 29
3.9 SUMMARY 30
4 DESIGN OF A GENERIC PROBABILISTIC REASONING FRAMEWORK FOR AMI SYSTEMS
32
4.1 BASIC IDEA 32
4.1.1 DEVELOPING PORTABLE SMART APPLICATIONS 33
4.1.2 PROBABILISTICALLY WEIGHTED PIECES OF SEMANTIC INFORMATION 37
V
HTTP://D-NB.INFO/107149936X
CONTENTS
4.1.3 TARGETED SYSTEM DESIGN 39
4.2 OVERALL ARCHITECTURE 42
4.3 THE SEMANTIC LAYER 46
4.3.1 DIGRESSION - DESCRIPTION LOGICS, STTOI^ AND 5HOIQ 47
4.3.2 SEMANTICS IN THE PROBABILISTIC REASONING FRAMEWORK 50
4.4 PROBABILISTIC MODELING AND PROBABILISTIC KB 54
4.4.1 UNCERTAINTY AND BAYESIAN PROBABILITY 55
4.4.2 INSTANTIATING BBNS AND BUILDING THE PROBABILISTIC KB 57
4.5 APIS AND APPLICATION EXECUTION ENVIRONMENT 63
4.6 INFERENCE CYCLE . 66
5 SEMANTIC MODELING 71
5.1 ARCHETYPES 72
5.2 THE USED ONTOLOGIES 73
5.2.1 FOUNDATION ONTOLOGY 75
5.2.2 ENVIRONMENT ONTOLOGY 78
5.2.3 DEVICE ONTOLOGY 85
5.2.4 ADL ONTOLOGY 90
5.2.5 BBN ONTOLOGY 92
5.2.6 DEPENDENCY ONTOLOGY 94
6 PROBABILISTIC MODELING 95
6.1 DATA IN THE SMART HOME 95
6.2 BAYESIAN BELIEF NETWORKS AS A MODELING TOOL 102
6.2.1 WHY BAYESIAN BELIEF NETWORKS? 102
6.2.2 PROBABILITY DISTRIBUTIONS AND NETWORK STRUCTURE 104
6.2.3 CAUSALITY AND BAYESIAN NETWORKS 106
6.2.4 HIDDEN VARIABLES 107
6.3 PROBABILISTIC KNOWLEDGE BASE ILL
6.3.1 FACET INSTANTIATION RULES 112
6.3.2 INSTANTIATING BBN NODES 115
6.3.3 LEARNING AND QUERYING CONTEXTS 120
6.3.4 INFORMATION FACETS AND PROBABILISTIC KB 124
6.3.5 DEFINING SOME SAMPLE INFORMATION FACETS 126
6.3.6 INTRODUCING CONTEXTUAL INFORMATION 132
7 QUERY INTERFACE 136
7.1 OVERVIEW OF THE QUERY INTERFACE 136
7.2 PROBABILISTIC INTERPRETATION OF SEMANTIC KNOWLEDGE 138
7.3 SPATIAL AND TEMPORAL REASONING 145
VI
CONTENTS
7.4 PROBABILISTIC SPARQL 153
7.4.1 EVALUATING BASIC GRAPH PATTERNS 155
7.4.2 EVALUATING SPARQL SELECT QUERIES 158
7.5 QUALITY OF DATA CONSIDERATIONS 161
8 DEVELOPING RULE-BASED APPLICATIONS 166
8.1 LOGICAL FORMALISM 167
8.2 PROBABILISTIC EXTENSION TO DATALOG 169
8.3 APPLICATION-SPECIFIC GENERIC THEORIES 174
8.3.1 STATIC EVALUATION 175
8.3.2 DYNAMIC EVALUATION 177
8.3.3 INTRODUCING MEMORY 181
9 UNSUPERVISED RECOGNITION OF ADLS 183
9.1 ACTIVITY RECOGNITION: STATE OF THE ART 184
9.2 APPROACH OVERVIEW 186
9.2.1 DEFINING INFORMATION FACETS FROM SEMANTIC ADL DESCRIPTIONS 189
9.2.2 NAIVE BAYES APPROACH TO ACTIVITY RECOGNITION 195
9 3 EVALUATION 199
9.3.1 RESULTS 202
9.3.2 DISCUSSION 205
9.3.3 REAL-WORLD APPLICABILITY OF THE ACTIVITY DETECTION APPLICATION 208
10 CONCLUSION AND OUTLOOK 210
10.1 CONTRIBUTIONS 210
10.2 OUTLOOK 213
BIBLIOGRAPHY 214
VII
|
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| author | Dimitrov, Todor 1981- |
| author_GND | (DE-588)1069409170 |
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| discipline | Informatik |
| edition | Als Ms. gedr. |
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| id | DE-604.BV042549489 |
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| indexdate | 2024-07-10T01:24:42Z |
| institution | BVB |
| isbn | 9783183840106 |
| language | German |
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| physical | XVII, 223 S. graph. Darst. |
| publishDate | 2015 |
| publishDateSearch | 2015 |
| publishDateSort | 2015 |
| publisher | VDI-Verl. |
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| series | Fortschritt-Berichte VDI |
| series2 | Fortschritt-Berichte VDI : Reihe 10, Informatik, Kommunikation |
| spelling | Dimitrov, Todor 1981- Verfasser (DE-588)1069409170 aut Probabilistic reasoning for in-home ambient intelligence systems Todor Dimitrov Als Ms. gedr. Düsseldorf VDI-Verl. 2015 XVII, 223 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Fortschritt-Berichte VDI : Reihe 10, Informatik, Kommunikation 840 Zugl.: Duisburg-Essen, Univ., Diss., 2014 Ambient Intelligence (DE-588)4820282-4 gnd rswk-swf Probabilistisches Schließen (DE-588)4674411-3 gnd rswk-swf Haustechnik (DE-588)4113858-2 gnd rswk-swf Bayes-Netz (DE-588)4567228-3 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Haustechnik (DE-588)4113858-2 s Ambient Intelligence (DE-588)4820282-4 s Probabilistisches Schließen (DE-588)4674411-3 s Bayes-Netz (DE-588)4567228-3 s DE-604 Fortschritt-Berichte VDI Reihe 10, Informatik, Kommunikation ; 840 (DE-604)BV000897204 840 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027983402&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Dimitrov, Todor 1981- Probabilistic reasoning for in-home ambient intelligence systems Fortschritt-Berichte VDI Ambient Intelligence (DE-588)4820282-4 gnd Probabilistisches Schließen (DE-588)4674411-3 gnd Haustechnik (DE-588)4113858-2 gnd Bayes-Netz (DE-588)4567228-3 gnd |
| subject_GND | (DE-588)4820282-4 (DE-588)4674411-3 (DE-588)4113858-2 (DE-588)4567228-3 (DE-588)4113937-9 |
| title | Probabilistic reasoning for in-home ambient intelligence systems |
| title_auth | Probabilistic reasoning for in-home ambient intelligence systems |
| title_exact_search | Probabilistic reasoning for in-home ambient intelligence systems |
| title_full | Probabilistic reasoning for in-home ambient intelligence systems Todor Dimitrov |
| title_fullStr | Probabilistic reasoning for in-home ambient intelligence systems Todor Dimitrov |
| title_full_unstemmed | Probabilistic reasoning for in-home ambient intelligence systems Todor Dimitrov |
| title_short | Probabilistic reasoning for in-home ambient intelligence systems |
| title_sort | probabilistic reasoning for in home ambient intelligence systems |
| topic | Ambient Intelligence (DE-588)4820282-4 gnd Probabilistisches Schließen (DE-588)4674411-3 gnd Haustechnik (DE-588)4113858-2 gnd Bayes-Netz (DE-588)4567228-3 gnd |
| topic_facet | Ambient Intelligence Probabilistisches Schließen Haustechnik Bayes-Netz Hochschulschrift |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027983402&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV000897204 |
| work_keys_str_mv | AT dimitrovtodor probabilisticreasoningforinhomeambientintelligencesystems |