Generalized density based clustering for spatial data mining:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | German |
| Veröffentlicht: |
München
Utz, Wiss.
1999
|
| Schriftenreihe: | Informatik
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Zugl.: München, Univ., Fak. für Mathematik und Informatik, Diss., 1998 |
| Beschreibung: | VI, 226 S. Ill., graph. Darst. |
| ISBN: | 3896754696 |
Internformat
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| 100 | 1 | |a Sander, Jörg |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Generalized density based clustering for spatial data mining |c Jörg Sander |
| 246 | 1 | 3 | |a Generalized density-based clustering for spatial data mining |
| 264 | 1 | |a München |b Utz, Wiss. |c 1999 | |
| 300 | |a VI, 226 S. |b Ill., graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 0 | |a Informatik | |
| 500 | |a Zugl.: München, Univ., Fak. für Mathematik und Informatik, Diss., 1998 | ||
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Datensatz im Suchindex
| _version_ | 1807865127832125440 |
|---|---|
| adam_text |
TABLE
OF
CONTENTS
1
INTRODUCTION
.
1
1.1
KNOWLEDGE
DISCOVERY
IN
DATABASES,
DATA
MINING
AND
CLUSTERING
.
2
1.2
OUTLINE
OF
THE
THESIS
.
6
2
RELATED
WORK
-------------------------------------------------------------------------
11
2.1
EFFICIENT
QUERY
PROCESSING
IN
SPATIAL
DATABASES
.
12
2.2
CLUSTERING
AND
RELATED
ALGORITHMS
.
20
2.2.1
HIERARCHICAL
CLUSTERING
ALGORITHMS
.
20
2.2.2
PARTITIONING
CLUSTERING
ALGORITHMS
.
22
2.2.3
REGION
GROWING
.
31
2.3
EXPLOITING
THE
CLUSTERING
PROPERTIES
OF
INDEX
STRUCTURES
.
32
2.3.1
QUERY
SUPPORT
FOR
CLUSTERING
ALGORITHMS
.
32
2.3.2
INDEX-BASED
SAMPLING
.
34
2.3.3
GRID
CLUSTERING
.
35
2.3.4
CF-TREE
.
37
2.3.5
STING
.
38
2.4
SUMMARY
.
40
3
DENSITY-BASED
DECOMPOSITIONS
.41
3.1
DENSITY-CONNECTED
SETS
.
42
3.1.1
MOTIVATION
.
42
3.1.2
DEFINITIONS
AND
PROPERTIES
.
44
3.2
GENERALIZED
CLUSTERING
AND
SOME
SPECIALIZATIONS
.
54
3.2.1
DENSITY-BASED
DECOMPOSITIONS
.
54
3.2.2
SPECIALIZATIONS
.
57
3.3
DETERMINING
PARAMETERS
.
67
3.4
SUMMARY
.
73
TV
4
GDBSCAN:
AN
ALGORITHM
FOR
GENERALIZED
CLUSTERING
.75
4.1
ALGORITHMIC
SCHEMA
GDBSCAN
.
76
4.2
IMPLEMENTATION
.
80
4.3
PERFORMANCE
.
86
4.3.1
ANALYTICAL
EVALUATION
.
86
4.3.2
EXPERIMENTAL
EVALUATION
.
88
4.4
DATABASE
SUPPORT
FOR
GDBSCAN
.
92
4.4.1
NEIGHBORHOOD
INDICES
.
94
4.4.2
MULTIPLE
NEIGHBORHOOD
QUERIES
.
102
4.5
SUMMARY
.
112
5
APPLICATIONS
.
113
5.1
EARTH
SCIENCE
(5D
POINTS)
.
114
5.2
MOLECULAR
BIOLOGY
(3D
POINTS)
.
117
5.3
ASTRONOMY
(2D
POINTS)
.
119
5.4
GEOGRAPHY
(2D
POLYGONS)
.
122
5.5
SUMMARY
.
128
6
INCREMENTAL
GDBSCAN
----------------------------------------------------------
129
6.1
MOTIVATION
.
130
6.2
AFFECTED
OBJECTS
.
134
6.3
INSERTIONS
.
139
6.4
DELETIONS
.
142
6.5
IMPLEMENTATION
.
145
6.6
PERFORMANCE
EVALUATION
.
149
6.7
SUMMARY
.
156
7
HIERARCHICAL
GDBSCAN
_
157
7.1
NESTED
DENSITY-BASED
DECOMPOSITIONS
.
158
7.1.1
MOTIVATION
.
158
7.1.2
DEFINITIONS
AND
PROPERTIES
.
160
V
7.2
ALGORITHM
H-GDBSCAN
.
167
7.2.1
MULTIPLE
CLUSTERING
LEVELS
.
168
7.2.2
ORDERING
THE
DATABASE
WITH
RESPECT
TO
CLUSTER
STRUCTURE
.
183
7.3
SUMMARY
.
198
8
CONCLUSIONS
.199
REFERENCES
.205
INDEX
_
217
LIST
OF
DEFINITIONS
.221
LIST
OF
FIGURES
.
223 |
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| discipline | Informatik |
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| genre_facet | Hochschulschrift |
| id | DE-604.BV012395172 |
| illustrated | Illustrated |
| indexdate | 2024-08-20T00:42:19Z |
| institution | BVB |
| isbn | 3896754696 |
| language | German |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-008408318 |
| oclc_num | 45541088 |
| open_access_boolean | |
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| owner_facet | DE-12 DE-91 DE-BY-TUM DE-91G DE-BY-TUM DE-19 DE-BY-UBM DE-29T DE-355 DE-BY-UBR |
| physical | VI, 226 S. Ill., graph. Darst. |
| publishDate | 1999 |
| publishDateSearch | 1999 |
| publishDateSort | 1999 |
| publisher | Utz, Wiss. |
| record_format | marc |
| series2 | Informatik |
| spelling | Sander, Jörg Verfasser aut Generalized density based clustering for spatial data mining Jörg Sander Generalized density-based clustering for spatial data mining München Utz, Wiss. 1999 VI, 226 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Informatik Zugl.: München, Univ., Fak. für Mathematik und Informatik, Diss., 1998 Räumliches Datenbanksystem (DE-588)4232580-8 gnd rswk-swf Data Mining (DE-588)4428654-5 gnd rswk-swf Raumdaten (DE-588)4206012-6 gnd rswk-swf Dichteverteilung (DE-588)4489181-7 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Data Mining (DE-588)4428654-5 s Räumliches Datenbanksystem (DE-588)4232580-8 s DE-604 Raumdaten (DE-588)4206012-6 s Dichteverteilung (DE-588)4489181-7 s DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=008408318&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Sander, Jörg Generalized density based clustering for spatial data mining Räumliches Datenbanksystem (DE-588)4232580-8 gnd Data Mining (DE-588)4428654-5 gnd Raumdaten (DE-588)4206012-6 gnd Dichteverteilung (DE-588)4489181-7 gnd |
| subject_GND | (DE-588)4232580-8 (DE-588)4428654-5 (DE-588)4206012-6 (DE-588)4489181-7 (DE-588)4113937-9 |
| title | Generalized density based clustering for spatial data mining |
| title_alt | Generalized density-based clustering for spatial data mining |
| title_auth | Generalized density based clustering for spatial data mining |
| title_exact_search | Generalized density based clustering for spatial data mining |
| title_full | Generalized density based clustering for spatial data mining Jörg Sander |
| title_fullStr | Generalized density based clustering for spatial data mining Jörg Sander |
| title_full_unstemmed | Generalized density based clustering for spatial data mining Jörg Sander |
| title_short | Generalized density based clustering for spatial data mining |
| title_sort | generalized density based clustering for spatial data mining |
| topic | Räumliches Datenbanksystem (DE-588)4232580-8 gnd Data Mining (DE-588)4428654-5 gnd Raumdaten (DE-588)4206012-6 gnd Dichteverteilung (DE-588)4489181-7 gnd |
| topic_facet | Räumliches Datenbanksystem Data Mining Raumdaten Dichteverteilung Hochschulschrift |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=008408318&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT sanderjorg generalizeddensitybasedclusteringforspatialdatamining |