Analyzing time interval data: introducing an information system for time interval data analysis
Gespeichert in:
| 1. Verfasser: | |
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| Format: | Abschlussarbeit Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Wiesbaden
Springer Vieweg
[2016]
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| Schlagworte: | |
| Online-Zugang: | BTU01 FHA01 FHI01 FHM01 FHN01 FHR01 FKE01 FRO01 HTW01 UBG01 UBM01 UBR01 UBT01 UBW01 UER01 UPA01 URL des Erstveröffentlichers Inhaltsverzeichnis |
| Beschreibung: | 1 Online-Ressource (XXXI, 232 Seiten, 65 illus., 8 illus. in color) |
| ISBN: | 9783658157289 |
| DOI: | 10.1007/978-3-658-15728-9 |
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| 245 | 1 | 0 | |a Analyzing time interval data |b introducing an information system for time interval data analysis |c Philipp Meisen |
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| 650 | 4 | |a Informatik | |
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Datensatz im Suchindex
| _version_ | 1804176694181888000 |
|---|---|
| adam_text | Table of Contents
Acknowledgments V
Abstract VII
Zusammenfassung IX
Table of Contents XI
List of Abbreviations XV
List of Figures XIX
List of Tables XXV
List of Listings XXVII
List of Definitions XXXI
1 Introduction and Motivation 1
2 Time Interval Data Analysis 7
2 1 Time 7
211 Time Intervals 7
212 Time Interval Data Aggregation 10
213 Temporal Models 14
214 Temporal Operators 20
215 Temporal Concepts 22
216 Special Characteristics of Time 23
2 2 Features of Time Interval Data Analysis Information System 29
221 Analytical Capabilities 30
222 Time Interval Data Analysis Process 35
223 User Interface, Visualization, and User Interactions 42
2 3 Summary 43
3 State of the Art 45
3 1 Analytical Information Systems 45
3 2 Analyzing Time Interval Data: Different Approaches 46
321 On-Line Analytical Processing 47
322 Temporal Pattern Mining amp; Association Rule Mining 52
323 Visual Analytics 54
XII
Table of Contents
3 3 Performance Improvements 56
331 Indexing Time Interval Data 56
332 Aggregating Time Interval Data 60
333 Caching Time Interval Data 61
3 4 Analytical Query Languages for Temporal Data 62
3 5 Similarity of Time Interval Data 67
3 6 Summary 70
4 TidaModel: Modeling Time Interval Data 73
4 1 Time Axis t 73
4 2 Descriptors 2 76
4 3 Time Interval Database P 80
4 4 Dimensional Modeling A 82
4 5 Summary 87
5 TidaQL: Querying for Time Interval Data 91
5 1 Data Control Language 92
5 2 Data Definition Language 95
5 3 Data Manipulation Language 96
531 Insert, Delete, amp; Update Statements 97
532 Get amp; Alive Statements 99
533 Select Statements 100
5 4 Summary 108
6 TidaDistance: Similarity of Time Interval Data 111
6 1 Temporal Order Distance 113
6 2 Temporal Relational Distance 115
6 3 Temporal Measure Distance 117
6 4 Temporal Similarity Measure 118
7 TidaIS: An Information System for Time Interval Data 121
7 1 System’s Architecture, Components, and Implementation 121
711 Data Repository 125
712 Cache amp; Storage 127
7 2 Configuration 129
Table of Contents XIII
721 Model Configuration 130
722 System Configuration 145
7 3 Data Structures amp; Algorithms 149
731 Model Handling 150
732 Indexes 156
733 Caching amp; Storage 165
734 Aggregation Techniques 167
735 Distance Calculation 171
7 4 User Interfaces 176
7 5 Summary 178
8 Results amp; Evaluation 181
8 1 Requirements amp; Features 181
8 2 Performance 187
821 High Performance Collections 188
822 Load Performance 189
823 Selection Performance 190
824 Distance Performance 196
825 Proprietary Solutions vs TidaIS 197
8 3 Summary 201
9 Summary and Outlook 203
Appendix 205
Pipelined Table Functions (PL/SQL Oracle) 205
A Complete Sample Model-Configuration-File 206
A Complete Sample Configuration-File 211
Detailed Overview of the Runtime Performance 215
3-NN of the Temporal Relational Similarity 217
|
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| discipline | Informatik |
| doi_str_mv | 10.1007/978-3-658-15728-9 |
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| spelling | Meisen, Philipp Verfasser (DE-588)1115752855 aut Analyzing time interval data introducing an information system for time interval data analysis Philipp Meisen Wiesbaden Springer Vieweg [2016] © 2016 1 Online-Ressource (XXXI, 232 Seiten, 65 illus., 8 illus. in color) txt rdacontent c rdamedia cr rdacarrier Dissertation RWTH Aachen University 2015 Computer science Software engineering Data structures (Computer science) Computers Computer Science Information Systems and Communication Service Data Structures, Cryptology and Information Theory Software Engineering/Programming and Operating Systems Informatik (DE-588)4113937-9 Hochschulschrift gnd-content Erscheint auch als Druckausgabe 978-3-658-15727-2 https://doi.org/10.1007/978-3-658-15728-9 Verlag URL des Erstveröffentlichers Volltext HEBIS Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029242153&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Meisen, Philipp Analyzing time interval data introducing an information system for time interval data analysis Computer science Software engineering Data structures (Computer science) Computers Computer Science Information Systems and Communication Service Data Structures, Cryptology and Information Theory Software Engineering/Programming and Operating Systems Informatik |
| subject_GND | (DE-588)4113937-9 |
| title | Analyzing time interval data introducing an information system for time interval data analysis |
| title_auth | Analyzing time interval data introducing an information system for time interval data analysis |
| title_exact_search | Analyzing time interval data introducing an information system for time interval data analysis |
| title_full | Analyzing time interval data introducing an information system for time interval data analysis Philipp Meisen |
| title_fullStr | Analyzing time interval data introducing an information system for time interval data analysis Philipp Meisen |
| title_full_unstemmed | Analyzing time interval data introducing an information system for time interval data analysis Philipp Meisen |
| title_short | Analyzing time interval data |
| title_sort | analyzing time interval data introducing an information system for time interval data analysis |
| title_sub | introducing an information system for time interval data analysis |
| topic | Computer science Software engineering Data structures (Computer science) Computers Computer Science Information Systems and Communication Service Data Structures, Cryptology and Information Theory Software Engineering/Programming and Operating Systems Informatik |
| topic_facet | Computer science Software engineering Data structures (Computer science) Computers Computer Science Information Systems and Communication Service Data Structures, Cryptology and Information Theory Software Engineering/Programming and Operating Systems Informatik Hochschulschrift |
| url | https://doi.org/10.1007/978-3-658-15728-9 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029242153&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT meisenphilipp analyzingtimeintervaldataintroducinganinformationsystemfortimeintervaldataanalysis |