Advanced data management: for SQL, NoSQL, cloud and distributed databases
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Berlin ; Boston
De Gruyter Oldenbourg
[2015]
|
| Schriftenreihe: | De Gruyter Graduate
|
| Schlagworte: | |
| Online-Zugang: | Inhaltstext Inhaltsverzeichnis |
| Beschreibung: | Literaturverzeichnis: Seite [333]-346 |
| Beschreibung: | XXI, 352 Seiten Illustrationen, Diagramme |
| ISBN: | 9783110441406 |
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Datensatz im Suchindex
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CONTENTS
PREFACE * VII
OVERVIEW * IX
LIST OF FIGURES XIX
LIST OF TABLES XXII
PART I: INTRODUCTION
1 BACKGROUND 3
1.1 DATABASE PROPERTIES 3
1.2 DATABASE COMPONENTS 5
1.3 DATABASE DESIGN 7
1.3.1 ENTITY-RELATIONSHIP MODEL 8
1.3.2 UNIFIED MODELING LANGUAGE 11
1.4 BIBLIOGRAPHIC NOTES 14
2 RELATIONAL DATABASE MANAGEMENT SYSTEMS 17
2.1 RELATIONAL DATA MODEL 17
2.1.1 DATABASE AND RELATION SCHEMAS 17
2.1.2 MAPPING ER MODELS TO SCHEMAS 18
2.2 NORMALIZATION 19
2.3 REFERENTIAL INTEGRITY 20
2.4 RELATIONAL QUERY LANGUAGES 22
2.5 CONCURRENCY MANAGEMENT 24
2.5.1 TRANSACTIONS 24
2.5.2 CONCURRENCY CONTROL 26
2.6 BIBLIOGRAPHIC NOTES 28
PART II: NOSQL AND NON-RELATIONAL DATABASES
3 NEW REQUIREMENTS, "NOT ONLY SQL" AND THE CLOUD 33
3.1 WEAKNESSES OF THE RELATIONAL DATA MODEL 33
3.1.1 INADEQUATE REPRESENTATION OF DATA 33
3.1.2 SEMANTIC OVERLOADING 34
3.1.3 WEAK SUPPORT FOR RECURSION 34
HTTP://D-NB.INFO/1071383736
XIV
CONTENTS
3.1.4 HOMOGENEITY 35
3.2 WEAKNESSES OF RDBMSS 36
3.3 NEW DATA MANAGEMENT CHALLENGES 37
3.4 BIBLIOGRAPHIC NOTES 39
4 GRAPH DATABASES 41
4.1 GRAPHS AND GRAPH STRUCTURES 41
4.1.1 A GLIMPSE ON GRAPH THEORY 42
4.1.2 GRAPH TRAVERSAL AND GRAPH PROBLEMS 44
4.2 GRAPH DATA STRUCTURES 45
4.2.1 EDGE LIST 46
4.2.2 ADJACENCY MATRIX 46
4.2.3 INCIDENCE MATRIX 48
4.2.4 ADJACENCY LIST 50
4.2.5 INCIDENCE LIST 51
4.3 THE PROPERTY GRAPH MODEL 53
4.4 STORING PROPERTY GRAPHS IN RELATIONAL TABLES 56
4.5 ADVANCED GRAPH MODELS 58
4.6 IMPLEMENTATIONS AND SYSTEMS 62
4.6.1 APACHE TINKERPOP 62
4.6.2 NEO4J 65
4.6.3 HYPERGRAPHDB 66
4.7 BIBLIOGRAPHIC NOTES 68
5 XML DATABASES 69
5.1 XML BACKGROUND 69
5.1.1 XML DOCUMENTS 69
5.1.2 DOCUMENT TYPE DEFINITION (DTD) 71
5.1.3 XML SCHEMA DEFINITION (XSD) 73
5.1.4 XML PARSERS 75
5.1.5 TREE MODEL OF XML DOCUMENTS 76
5.1.6 NUMBERING SCHEMES 78
5.2 XML QUERY LANGUAGES 81
5.2.1 XPATH 81
5.2.2 XQUERY 82
5.2.3 XSLT 83
5.3 STORING XML IN RELATIONAL DATABASES 84
5.3.1 SQL/XML 84
5.3.2 SCHEMA-BASED MAPPING 86
5.3.3 SCHEMALESS MAPPING 89
5.4 NATIVE XML STORAGE 90
5.4.1 XML INDEXES 90
CONTENTS
5.A.2 STORAGE MANAGEMENT 92
5.4.3 XML CONCURRENCY CONTROL 97
5.5 IMPLEMENTATIONS AND SYSTEMS 100
5.5.1 EXISTDB 100
5.5.2 BASEX 102
5.6 BIBLIOGRAPHIC NOTES 104
6 KEY-VALUE STORES AND DOCUMENT DATABASES 105
6.1 KEY-VALUE STORAGE 105
6.1.1 MAP-REDUCE 106
6.2 DOCUMENT DATABASES 109
6.2.1 JAVA SCRIPT OBJECT NOTATION 110
6.2.2 JSON SCHEMA 112
6.2.3 REPRESENTATIONAL STATE TRANSFER 116
6.3 IMPLEMENTATIONS AND SYSTEMS 118
6.3.1 APACHE HADOOP MAPREDUCE 118
6.3.2 APACHE PIG 121
6.3.3 APACHE HIVE 127
6.3.4 APACHE SQOOP 128
6.3.5 RIAK 129
6.3.6 REDIS 132
6.3.7 MONGODB 133
6.3.8 COUCHDB 136
6.3.9 COUCHBASE 139
6.4 BIBLIOGRAPHIC NOTES 140
7 COLUMN STORES 143
7.1 COLUMN-WISE STORAGE 143
7.1.1 COLUMN COMPRESSION 144
7.1.2 NULL SUPPRESSION 149
7.2 COLUMN STRIPING 151
7.3 IMPLEMENTATIONS AND SYSTEMS 158
7.3.1 MONETDB 158
7.3.2 APACHE PARQUET 158
7.4 BIBLIOGRAPHIC NOTES 159
8 EXTENSIBLE RECORD STORES 161
8.1 LOGICAL DATA MODEL 161
8.2 PHYSICAL STORAGE 166
8.2.1 MEMTABLES AND IMMUTABLE SORTED DATA FILES 166
8.2.2 FILE FORMAT 169
8.2.3 REDO LOGGING 171
XVI
* CONTENTS
8.2.4 COMPACTION 173
8.2.5 BLOOM FILTERS 175
8.3 IMPLEMENTATIONS AND SYSTEMS 181
8.3.1 APACHE CASSANDRA 181
8.3.2 APACHE HBASE 185
8.3.3 HYPERTABLE 187
8.3.4 APACHE ACCUMULO 189
8.4 BIBLIOGRAPHIC NOTES 191
9 OBJECT DATABASES 193
9.1 OBJECT ORIENTATION 193
9.1.1 OBJECT IDENTIFIERS 194
9.1.2 NORMALIZATION FOR OBJECTS 196
9.1.3 REFERENTIAL INTEGRITY FOR OBJECTS 200
9.1.4 OBJECT-ORIENTED STANDARDS AND PERSISTENCE PATTERNS 200
9.2 OBJECT-RELATIONAL MAPPING 202
9.2.1 MAPPING COLLECTION ATTRIBUTES TO RELATIONS 203
9.2.2 MAPPING REFERENCE ATTRIBUTES TO RELATIONS 204
9.2.3 MAPPING CLASS HIERARCHIES TO RELATIONS 204
9.2.4 TWO-LEVEL STORAGE 208
9.3 OBJECT MAPPING APIS 209
9.3.1 JAVA PERSISTENCE API (JPA) 209
9.3.2 APACHE JAVA DATA OBJECTS (JDO) 215
9.4 OBJECT-RELATIONAL DATABASES 217
9.5 OBJECT DATABASES 222
9.5.1 OBJECT PERSISTENCE 223
9.5.2 SINGLE-LEVEL STORAGE 224
9.5.3 REFERENCE MANAGEMENT 226
9.5.4 POINTER SWIZZLING 226
9.6 IMPLEMENTATIONS AND SYSTEMS 229
9.6.1 DATANUCLEUS 229
9.6.2 ZOODB 230
9.7 BIBLIOGRAPHIC NOTES 232
PART III: DISTRIBUTED DATA MANAGEMENT
10 DISTRIBUTED DATABASE SYSTEMS 235
10.1 SCALING HORIZONTALLY 235
10.2 DISTRIBUTION TRANSPARENCY 236
10.3 FAILURES IN DISTRIBUTED SYSTEMS 237
10.4 EPIDEMIC PROTOCOLS AND GOSSIP COMMUNICATION 239
CONTENTS
XVII
10.4.1 HASH TREES 241
10.4.2 DEATH CERTIFICATES 243
10.5 BIBLIOGRAPHIC NOTES 244
11 DATA FRAGMENTATION * 245
11.1 PROPERTIES AND TYPES OF FRAGMENTATION 245
11.2 FRAGMENTATION APPROACHES 249
11.2.1 FRAGMENTATION FOR RELATIONAL TABLES 249
11.2.2 XML FRAGMENTATION 250
11.2.3 GRAPH PARTITIONING 252
11.2.4 SHARDING FOR KEY-BASED STORES 253
11.2.5 OBJECT FRAGMENTATION 254
11.3 DATA ALLOCATION 255
11.3.1 COST-BASED ALLOCATION 256
11.3.2 CONSISTENT HASHING 257
11.4 BIBLIOGRAPHIC NOTES 259
12 REPLICATION AND SYNCHRONIZATION 261
12.1 REPLICATION MODELS 261
12.1.1 MASTER-SLAVE REPLICATION 262
12.1.2 MULTI-MASTER REPLICATION 263
12.1.3 REPLICATION FACTOR AND THE DATA REPLICATION PROBLEM 263
12.1.4 HINTED HANDOFFAND READ REPAIR 265
12.2 DISTRIBUTED CONCURRENCY CONTROL 266
12.2.1 TWO-PHASE COMMIT 266
12.2.2 PAXOS ALGORITHM 268
12.2.3 MULTIVERSION CONCURRENCY CONTROL 276
12.3 ORDERING OF EVENTS AND VECTOR CLOCKS 276
12.3.1 SCALAR CLOCKS 277
12.3.2 CONCURRENCY AND CLOCK PROPERTIES 280
12.3.3 VECTOR CLOCKS 281
12.3.4 VERSION VECTORS 284
12.3.5 OPTIMIZATIONS OF VECTOR CLOCKS 289
12.4 BIBLIOGRAPHIC NOTES 293
13 CONSISTENCY 295
13.1 STRONG CONSISTENCY 295
13.1.1 WRITE AND READ QUORUMS 298
13.1.2 SNAPSHOT ISOLATION 300
13.2 WEAK CONSISTENCY 302
13.2.1 DATA-CENTRIC CONSISTENCY MODELS 303
13.2.2 CLIENT-CENTRIC CONSISTENCY MODELS 305
XVIII
CONTENTS
13.3 CONSISTENCY TRADE-OFFS 306
13.4 BIBLIOGRAPHIC NOTES 307
PART IV: CONCLUSION
14 FURTHER DATABASE TECHNOLOGIES 311
14.1 LINKED DATA AND RDF DATA MANAGEMENT
14.2 DATA STREAM MANAGEMENT 312
14.3 ARRAY DATABASES 313
14.4 GEOGRAPHIC INFORMATION SYSTEMS 314
14.5 IN-MEMORY DATABASES 315
14.6 NEWSQL DATABASES 315
14.7 BIBLIOGRAPHIC NOTES 316
15 CONCLUDING REMARKS 317
15.1 DATABASE REENGINEERING 317
15.2 DATABASE REQUIREMENTS 318
15.3 POLYGLOT DATABASE ARCHITECTURES 320
15.3.1 POLYGLOT PERSISTENCE 320
15.3.2 LAMBDA ARCHITECTURE 322
15.3.3 MULTI-MODEL DATABASES 322
15.4 IMPLEMENTATIONS AND SYSTEMS 324
15.4.1 APACHE DRILL 324
15.4.2 APACHE DRUID 326
15.4.3 ORIENTDB 327
15.4.4 ARANGODB 330
15.5 BIBLIOGRAPHIC NOTES 331
BIBLIOGRAPHY 333
INDEX 347 |
| any_adam_object | 1 |
| author | Wiese, Lena |
| author_GND | (DE-588)1078041504 |
| author_facet | Wiese, Lena |
| author_role | aut |
| author_sort | Wiese, Lena |
| author_variant | l w lw |
| building | Verbundindex |
| bvnumber | BV042941341 |
| classification_rvk | ST 270 |
| ctrlnum | (OCoLC)910331526 (DE-599)DNB1071383736 |
| dewey-full | 005.743 004 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 005 - Computer programming, programs, data, security 004 - Computer science |
| dewey-raw | 005.743 004 |
| dewey-search | 005.743 004 |
| dewey-sort | 15.743 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik |
| format | Book |
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| indexdate | 2024-08-03T02:44:08Z |
| institution | BVB |
| isbn | 9783110441406 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-028367821 |
| oclc_num | 910331526 |
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| physical | XXI, 352 Seiten Illustrationen, Diagramme |
| publishDate | 2015 |
| publishDateSearch | 2015 |
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| publisher | De Gruyter Oldenbourg |
| record_format | marc |
| series2 | De Gruyter Graduate |
| spelling | Wiese, Lena Verfasser (DE-588)1078041504 aut Advanced data management for SQL, NoSQL, cloud and distributed databases Lena Wiese Berlin ; Boston De Gruyter Oldenbourg [2015] © 2015 XXI, 352 Seiten Illustrationen, Diagramme txt rdacontent n rdamedia nc rdacarrier De Gruyter Graduate Literaturverzeichnis: Seite [333]-346 Verteiltes Datenbanksystem (DE-588)4121865-6 gnd rswk-swf NoSQL-Datenbanksystem (DE-588)7722784-0 gnd rswk-swf Datenmodell (DE-588)4192516-6 gnd rswk-swf Datenbankentwurf (DE-588)4127613-9 gnd rswk-swf Abfrageverarbeitung (DE-588)4378490-2 gnd rswk-swf Relationales Datenmodell (DE-588)4418263-6 gnd rswk-swf Fachhochschul-/Hochschulausbildung Datenbankentwurf (DE-588)4127613-9 s Datenmodell (DE-588)4192516-6 s Abfrageverarbeitung (DE-588)4378490-2 s Relationales Datenmodell (DE-588)4418263-6 s NoSQL-Datenbanksystem (DE-588)7722784-0 s Verteiltes Datenbanksystem (DE-588)4121865-6 s DE-604 Erscheint auch als Online-Ausgabe 978-3-11-043307-4 Erscheint auch als Online-Ausgabe, PDF 978-3-11-044141-3 X:MVB text/html http://deposit.dnb.de/cgi-bin/dokserv?id=5273376&prov=M&dok_var=1&dok_ext=htm Inhaltstext DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028367821&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Wiese, Lena Advanced data management for SQL, NoSQL, cloud and distributed databases Verteiltes Datenbanksystem (DE-588)4121865-6 gnd NoSQL-Datenbanksystem (DE-588)7722784-0 gnd Datenmodell (DE-588)4192516-6 gnd Datenbankentwurf (DE-588)4127613-9 gnd Abfrageverarbeitung (DE-588)4378490-2 gnd Relationales Datenmodell (DE-588)4418263-6 gnd |
| subject_GND | (DE-588)4121865-6 (DE-588)7722784-0 (DE-588)4192516-6 (DE-588)4127613-9 (DE-588)4378490-2 (DE-588)4418263-6 |
| title | Advanced data management for SQL, NoSQL, cloud and distributed databases |
| title_auth | Advanced data management for SQL, NoSQL, cloud and distributed databases |
| title_exact_search | Advanced data management for SQL, NoSQL, cloud and distributed databases |
| title_full | Advanced data management for SQL, NoSQL, cloud and distributed databases Lena Wiese |
| title_fullStr | Advanced data management for SQL, NoSQL, cloud and distributed databases Lena Wiese |
| title_full_unstemmed | Advanced data management for SQL, NoSQL, cloud and distributed databases Lena Wiese |
| title_short | Advanced data management |
| title_sort | advanced data management for sql nosql cloud and distributed databases |
| title_sub | for SQL, NoSQL, cloud and distributed databases |
| topic | Verteiltes Datenbanksystem (DE-588)4121865-6 gnd NoSQL-Datenbanksystem (DE-588)7722784-0 gnd Datenmodell (DE-588)4192516-6 gnd Datenbankentwurf (DE-588)4127613-9 gnd Abfrageverarbeitung (DE-588)4378490-2 gnd Relationales Datenmodell (DE-588)4418263-6 gnd |
| topic_facet | Verteiltes Datenbanksystem NoSQL-Datenbanksystem Datenmodell Datenbankentwurf Abfrageverarbeitung Relationales Datenmodell |
| url | http://deposit.dnb.de/cgi-bin/dokserv?id=5273376&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=028367821&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT wieselena advanceddatamanagementforsqlnosqlcloudanddistributeddatabases |