Discovery and visualization of interesting patterns:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Abschlussarbeit Buch |
| Sprache: | English |
| Veröffentlicht: |
München
Verl. Dr. Hut
2013
|
| Ausgabe: | 1. Aufl. |
| Schlagworte: | |
| Online-Zugang: | Inhaltstext Inhaltsverzeichnis |
| Beschreibung: | XI, 190 S. Ill., graph. Darst. 240 mm x 170 mm, 533 g |
| ISBN: | 9783843911696 384391169X |
Internformat
MARC
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| 245 | 1 | 0 | |a Discovery and visualization of interesting patterns |c Matthias Steinbrecher |
| 250 | |a 1. Aufl. | ||
| 264 | 1 | |a München |b Verl. Dr. Hut |c 2013 | |
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Datensatz im Suchindex
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IMAGE 1
CONTENTS
ABSTRACT VII
SELECTED PUBLICATIONS XI
1 INTRODUCTION AND MOTIVATION 1
1.1 KNOWLEDGE DISCOVERY AND DATA MINING 2
1.2 CROSS-CUTTING CONCERNS 4
1.2.1 VISUALIZATION 4
1.2.2 TEMPORAL ASPECTS 6
1.3 TOPIC OF THIS THESIS 7
1.4 STRUCTURE OF THIS THESIS 11
2 BACKGROUND 13
2.1 ELEMENTS OF FREQUENT PATTERN INDUCTION 13
2.1.1 FREQUENT ITEM SETS 14
2.1.2 ASSOCIATION RULES 16
2.2 RELATIONAL ITEM SETS 22
2.3 COOCCURRENCE GRAPHS 24
2.4 ELEMENTS OF FUZZY SET THEORY 25
2.5 ELEMENTS OF EVOLUTIONARY ALGORITHMS 34
3 VISUALIZATION 39
3.1 DATA STRUCTURES 39
3.2 GLYPH CONSTRUCTION 41
3.2.1 ENCODING ANTECEDENT AND CONSEQUENT 41
3.2.2 ENCODING RULE EVALUATION MEASURES 44
3.2.3 ENCODING OVERLAPPING RULES 45
3.3 MODEL VISUALIZATION 47
3.4 REPRESENTATION OF TIME 48
3.5 RELATED WORK 50
3.6 SUMMARY AND DISCUSSION 52
III
HTTP://D-NB.INFO/1042080143
IMAGE 2
IV
CONTENTS
4 LINGUISTIC FILTERING 55
4.1 REQUIREMENTS 55
4.2 FILTERING APPROACH 57
4.2.1 LOCAL AND GLOBAL CHANGES 58
4.2.2 COMPOSITE PATTERNS 61
4.2.3 SUMMARY 63
4.3 FORMAL TREATMENT 64
4.3.1 RULE INDUCTION AND TIME SERIES COMPUTATION 64
4.3.2 MEMBERSHIP DEGREE COMPUTATION 65
4.4 FUZZY PARTITION INDUCTION 72
4.5 APPLICATION TO OTHER MODELS 74
4.5.1 DECISION TREES 74
4.5.2 GRAPHICAL MODELS 76
4.5.3 COOCCURRENCE GRAPHS 78
4.6 RELATED WORK 82
4.7 SUMMARY AND DISCUSSION 83
5 IMPLEMENTATION 85
5.1 THE INFORMATION MINER 2.0 PLATFORM 85
5.2 REAL-WORLD ANALYSIS WORKFLOW 86
5.2.1 TABLE SPLITTING 88
5.2.2 TABLE EXPORT 89
5.2.3 RULES INDUCTION 90
5.2.4 SUPPORT COUNTING 91
5.2.5 FILTER AND VISUALIZE THE RULES 91
5.3 A SAMPLE WORKFLOW 97
5.4 SUMMARY AND DISCUSSION 100
6 EVALUATION 105
6.1 ARTIFICIAL DATA SET 105
6.2 CAR MANUFACTURER 109
6.2.1 ANALYSIS 1 109
6.2.2 FEEDBACK 110
6.2.3 ANALYSIS 2 110
6.3 SECOND LIFE ONLINE COMMUNITY 117
6.3.1 ANALYSIS 1 117
6.3.2 ANALYSIS 2 120
6.4 EUROPEAN TELECOMMUNICATIONS PROVIDER 122
6.4.1 CONCEPT 1: LOCAL LIFT IS INCREASING 124
6.4.2 CONCEPT 2: LOCAL SUPPORT AND GLOBAL CONFIDENCE ARE IN CREASING
127
IMAGE 3
CONTENTS V
6.4.3 COMPOSITE PATTERNS 127
6.4.4 CONCEPT 3: LOCAL SUPPORT AND LOCAL LIFT ARE INCREASING . . 131
6.4.5 CONCEPT 4: LOCAL CONFIDENCE AND GLOBAL LIFT ARE DECREASING 131
6.4.6 FEEDBACK 131
7 CONCLUSIONS AND OUTLOOK 135
7.1 SUMMARY AND CONTRIBUTIONS 135
7.2 FUTURE WORK 137
7.2.1 TIME FRAME DISCRETIZATION 137
7.2.2 SEASONAL ASPECTS 138
7.2.3 ADDRESS ODD TRAJECTORIES 138
7.2.4 EXPLAIN SIMILAR RULES 138
A RELATED WORK 141
A.L RULE VISUALIZATION 141
A.2 TEMPORAL ASPECTS OF RULES 148
B CHARTS AND SCREENSHOTS 153
C BIBLIOGRAPHY 163
D LISTS 175
LIST OF FIGURES 177
LIST OF TABLES 181
LIST OF ALGORITHMS 183
LIST OF ACRONYMS 185
E INDEX 187 |
| any_adam_object | 1 |
| author | Steinbrecher, Matthias |
| author_facet | Steinbrecher, Matthias |
| author_role | aut |
| author_sort | Steinbrecher, Matthias |
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| bvnumber | BV041348511 |
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| dewey-full | 006.312 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods |
| dewey-raw | 006.312 |
| dewey-search | 006.312 |
| dewey-sort | 16.312 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik |
| edition | 1. Aufl. |
| format | Thesis Book |
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| spelling | Steinbrecher, Matthias Verfasser aut Discovery and visualization of interesting patterns Matthias Steinbrecher 1. Aufl. München Verl. Dr. Hut 2013 XI, 190 S. Ill., graph. Darst. 240 mm x 170 mm, 533 g txt rdacontent n rdamedia nc rdacarrier Zugl.: Magdeburg, Univ., Diss., 2013 Informationsfilterung (DE-588)4807493-7 gnd rswk-swf Visualisierung (DE-588)4188417-6 gnd rswk-swf Data Mining (DE-588)4428654-5 gnd rswk-swf Assoziationsanalyse (DE-588)4738328-8 gnd rswk-swf Zeitreihe (DE-588)4127298-5 gnd rswk-swf Wissensextraktion (DE-588)4546354-2 gnd rswk-swf Mustererkennung (DE-588)4040936-3 gnd rswk-swf Fuzzy-Menge (DE-588)4061868-7 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Data Mining (DE-588)4428654-5 s Mustererkennung (DE-588)4040936-3 s Wissensextraktion (DE-588)4546354-2 s Assoziationsanalyse (DE-588)4738328-8 s Visualisierung (DE-588)4188417-6 s Informationsfilterung (DE-588)4807493-7 s Zeitreihe (DE-588)4127298-5 s Fuzzy-Menge (DE-588)4061868-7 s DE-604 X:MVB text/html http://deposit.dnb.de/cgi-bin/dokserv?id=4447353&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=026797134&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Steinbrecher, Matthias Discovery and visualization of interesting patterns Informationsfilterung (DE-588)4807493-7 gnd Visualisierung (DE-588)4188417-6 gnd Data Mining (DE-588)4428654-5 gnd Assoziationsanalyse (DE-588)4738328-8 gnd Zeitreihe (DE-588)4127298-5 gnd Wissensextraktion (DE-588)4546354-2 gnd Mustererkennung (DE-588)4040936-3 gnd Fuzzy-Menge (DE-588)4061868-7 gnd |
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| title | Discovery and visualization of interesting patterns |
| title_auth | Discovery and visualization of interesting patterns |
| title_exact_search | Discovery and visualization of interesting patterns |
| title_full | Discovery and visualization of interesting patterns Matthias Steinbrecher |
| title_fullStr | Discovery and visualization of interesting patterns Matthias Steinbrecher |
| title_full_unstemmed | Discovery and visualization of interesting patterns Matthias Steinbrecher |
| title_short | Discovery and visualization of interesting patterns |
| title_sort | discovery and visualization of interesting patterns |
| topic | Informationsfilterung (DE-588)4807493-7 gnd Visualisierung (DE-588)4188417-6 gnd Data Mining (DE-588)4428654-5 gnd Assoziationsanalyse (DE-588)4738328-8 gnd Zeitreihe (DE-588)4127298-5 gnd Wissensextraktion (DE-588)4546354-2 gnd Mustererkennung (DE-588)4040936-3 gnd Fuzzy-Menge (DE-588)4061868-7 gnd |
| topic_facet | Informationsfilterung Visualisierung Data Mining Assoziationsanalyse Zeitreihe Wissensextraktion Mustererkennung Fuzzy-Menge Hochschulschrift |
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