Visual data analysis in air traffic management: 1 Tabelle
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Köln
DLR, Bibliotheks- und Informationswesen
2007
|
| Ausgabe: | Als Ms. gedr. |
| Schriftenreihe: | Forschungsbericht / Deutsches Zentrum für Luft- und Raumfahrt
2007,8 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Zsfassung in dt. Sprache. - Zugl.: Magdeburg, Univ., Diss., 2007 |
| Beschreibung: | 132 S. Ill., graph. Darst. 21 cm |
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Datensatz im Suchindex
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| adam_text | VISUAL DATA ANALYSIS IN AIR TRAFFIC MANAGEMENT DISSERTATION ZUR
ERLANGUNG DES AKADEMISCHEN GRADES DOKTORINGENIEUR (DR.-ING.) ANGENOMMEN
DURCH DIE FAKULTAT FIIR INFORMATIK DER OTTO-VON-GUERICKE-UNIVERSITAT
MAGDEBURG VON FRANK REHM, M.SC. GEBOREN AM 25. MARZ 1976 IN DRESDEN
GUTACHTER: PROF. DR. RUDOLF KRUSE PROF. DR. FRANK KLAWONN PROF. DR. KARL
NACHTIGALL MAGDEBURG, DEN 12. FEBRUAR 2007 CONTENTS 1 INTRODUCTION 1 1.1
DATA MINING AND VISUALIZATION 2 1.2 IMPROVING AIR TRAFFIC MANAGEMENT
WITH DATA MINING 4 1.3 DATA PRESENTATION 5 1.4 DATA PREPROCESSING 6 1.5
OUTLINE 8 2 MULTIDIMENSIONAL SCALING AND DATA NAVIGATION 11 2.1 SAMMON S
MAPPING 11 2.2 MODERN MULTIDIMENSIONAL SCALING 13 2.3 MDS PO;FLR 15
2.3.1 DATA PREPROCESSING 16 2.3.2 APPROXIMATION OF MDS PO I AR 18 2.3.3
A GREEDY ALGORITHM FOR THE APPROXIMATION OF MDS P() / FLR .... 19 2.3.4
RELATIVE MDS PO/FLR 20 2.3.5 WEIGHTED MDSP 0/()R 21 2.3.6 ILLUSTRATIVE
EXAMPLES 24 2.3.7 VISUALIZING WEATHER DATA WITH MDS PO / FLR 27 2.4
POLARMAP 28 2.4.1 A GREEDY ALGORITHM FOR THE APPROXIMATION OF POLARMAP .
. 30 2.4.2 GENERALIZATION OF POLARMAP 32 2.4.3 ILLUSTRATIVE EXAMPLES 36
2.4.4 VISUALIZING WEATHER DATA WITH POLARMAP 41 2.5 DENSITY-BASED
MAPPINGS 44 2.5.1 ILLUSTRATIVE EXAMPLES 47 2.6 NAVIGATION THROUGH
HIGH-DIMENSIONAL DATA 49 2.6.1 ILLUSTRATIVE EXAMPLES 50 CONTENTS 3 FUZZY
CLUSTERING AND CLUSTER VISUALIZATION 55 3.1 FUZZY C-MEANS CLUSTERING 55
3.2 POSSIBILISTIC CLUSTERING 57 3.3 FUZZY CLUSTERING WITH OUTLIERS 59
3.4 NOISE CLUSTERING 60 3.5 NOISE CLUSTERING BASED OUTLIER DETECTION 61
3.5.1 ILLUSTRATIVE EXAMPLES 65 3.6 CLUSTER VALIDITY 67 3.7 VISUAL
VALIDATION OF CLUSTERING RESULTS 69 3.8 VISUALIZING SINGLE CLUSTERS 78
3.8.1 IMPLEMENTATION ASPECTS 81 3.8.2 ILLUSTRATIVE EXAMPLES 82 3.8.3
DISCOVERING WEATHER CLUSTERS IMPACTING AIR TRAFFIC MANAGE- MENT 86 3.9
PROTOTYPE-BASED OUTLIER DETECTION 88 3.9.1 ILLUSTRATIVE EXAMPLES 90
3.9.2 ELIMINATING OUTLYING WEATHER DATA 92 4 FUZZY CLASSIFICATION RULES
93 4.1 RULE CLASSIFICATION VISUALIZATION 94 4.1.1 ILLUSTRATIVE EXAMPLES
95 4.1.2 VISUALIZATION OF CLASSIFICATION RULES FOR FLIGHT DURATION PRE-
DICTION BASED ON WEATHER DATA 99 5 CONCLUSIONS 105 LIST OF FIGURES 109
LIST OF ALGORITHMS 113 A MAPPINGS OF THE WEATHER DATA 115 BIBLIOGRAPHY
119 INDEX 131
|
| adam_txt |
VISUAL DATA ANALYSIS IN AIR TRAFFIC MANAGEMENT DISSERTATION ZUR
ERLANGUNG DES AKADEMISCHEN GRADES DOKTORINGENIEUR (DR.-ING.) ANGENOMMEN
DURCH DIE FAKULTAT FIIR INFORMATIK DER OTTO-VON-GUERICKE-UNIVERSITAT
MAGDEBURG VON FRANK REHM, M.SC. GEBOREN AM 25. MARZ 1976 IN DRESDEN
GUTACHTER: PROF. DR. RUDOLF KRUSE PROF. DR. FRANK KLAWONN PROF. DR. KARL
NACHTIGALL MAGDEBURG, DEN 12. FEBRUAR 2007 CONTENTS 1 INTRODUCTION 1 1.1
DATA MINING AND VISUALIZATION 2 1.2 IMPROVING AIR TRAFFIC MANAGEMENT
WITH DATA MINING 4 1.3 DATA PRESENTATION 5 1.4 DATA PREPROCESSING 6 1.5
OUTLINE 8 2 MULTIDIMENSIONAL SCALING AND DATA NAVIGATION 11 2.1 SAMMON'S
MAPPING 11 2.2 MODERN MULTIDIMENSIONAL SCALING 13 2.3 MDS PO;FLR 15
2.3.1 DATA PREPROCESSING 16 2.3.2 APPROXIMATION OF MDS PO I AR 18 2.3.3
A GREEDY ALGORITHM FOR THE APPROXIMATION OF MDS P() / FLR . 19 2.3.4
RELATIVE MDS PO/FLR 20 2.3.5 WEIGHTED MDSP 0/()R 21 2.3.6 ILLUSTRATIVE
EXAMPLES 24 2.3.7 VISUALIZING WEATHER DATA WITH MDS PO / FLR 27 2.4
POLARMAP 28 2.4.1 A GREEDY ALGORITHM FOR THE APPROXIMATION OF POLARMAP .
. 30 2.4.2 GENERALIZATION OF POLARMAP 32 2.4.3 ILLUSTRATIVE EXAMPLES 36
2.4.4 VISUALIZING WEATHER DATA WITH POLARMAP 41 2.5 DENSITY-BASED
MAPPINGS 44 2.5.1 ILLUSTRATIVE EXAMPLES 47 2.6 NAVIGATION THROUGH
HIGH-DIMENSIONAL DATA 49 2.6.1 ILLUSTRATIVE EXAMPLES 50 CONTENTS 3 FUZZY
CLUSTERING AND CLUSTER VISUALIZATION 55 3.1 FUZZY C-MEANS CLUSTERING 55
3.2 POSSIBILISTIC CLUSTERING 57 3.3 FUZZY CLUSTERING WITH OUTLIERS 59
3.4 NOISE CLUSTERING 60 3.5 NOISE CLUSTERING BASED OUTLIER DETECTION 61
3.5.1 ILLUSTRATIVE EXAMPLES 65 3.6 CLUSTER VALIDITY 67 3.7 VISUAL
VALIDATION OF CLUSTERING RESULTS 69 3.8 VISUALIZING SINGLE CLUSTERS 78
3.8.1 IMPLEMENTATION ASPECTS 81 3.8.2 ILLUSTRATIVE EXAMPLES 82 3.8.3
DISCOVERING WEATHER CLUSTERS IMPACTING AIR TRAFFIC MANAGE- MENT 86 3.9
PROTOTYPE-BASED OUTLIER DETECTION 88 3.9.1 ILLUSTRATIVE EXAMPLES 90
3.9.2 ELIMINATING OUTLYING WEATHER DATA 92 4 FUZZY CLASSIFICATION RULES
93 4.1 RULE CLASSIFICATION VISUALIZATION 94 4.1.1 ILLUSTRATIVE EXAMPLES
95 4.1.2 VISUALIZATION OF CLASSIFICATION RULES FOR FLIGHT DURATION PRE-
DICTION BASED ON WEATHER DATA 99 5 CONCLUSIONS 105 LIST OF FIGURES 109
LIST OF ALGORITHMS 113 A MAPPINGS OF THE WEATHER DATA 115 BIBLIOGRAPHY
119 INDEX 131 |
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| dewey-hundreds | 300 - Social sciences |
| dewey-ones | 387 - Water, air, space transportation |
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| dewey-tens | 380 - Commerce, communications, transportation |
| discipline | Informatik Wirtschaftswissenschaften |
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| index_date | 2024-07-02T18:40:50Z |
| indexdate | 2024-07-09T21:06:58Z |
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| language | English |
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| spelling | Rehm, Frank 1976- Verfasser (DE-588)132783150 aut Visual data analysis in air traffic management 1 Tabelle Frank Rehm Als Ms. gedr. Köln DLR, Bibliotheks- und Informationswesen 2007 132 S. Ill., graph. Darst. 21 cm txt rdacontent n rdamedia nc rdacarrier Forschungsbericht / Deutsches Zentrum für Luft- und Raumfahrt 2007,8 Zsfassung in dt. Sprache. - Zugl.: Magdeburg, Univ., Diss., 2007 Datenanalyse (DE-588)4123037-1 gnd rswk-swf Numerische Wettervorhersage (DE-588)4268740-8 gnd rswk-swf Visuelles Datenbanksystem (DE-588)4373475-3 gnd rswk-swf Luftverkehr (DE-588)4036597-9 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Luftverkehr (DE-588)4036597-9 s Numerische Wettervorhersage (DE-588)4268740-8 s Datenanalyse (DE-588)4123037-1 s Visuelles Datenbanksystem (DE-588)4373475-3 s DE-604 Deutsches Zentrum für Luft- und Raumfahrt Forschungsbericht 2007,8 (DE-604)BV011758990 2007,8 HEBIS Datenaustausch Darmstadt application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=016028720&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Rehm, Frank 1976- Visual data analysis in air traffic management 1 Tabelle Datenanalyse (DE-588)4123037-1 gnd Numerische Wettervorhersage (DE-588)4268740-8 gnd Visuelles Datenbanksystem (DE-588)4373475-3 gnd Luftverkehr (DE-588)4036597-9 gnd |
| subject_GND | (DE-588)4123037-1 (DE-588)4268740-8 (DE-588)4373475-3 (DE-588)4036597-9 (DE-588)4113937-9 |
| title | Visual data analysis in air traffic management 1 Tabelle |
| title_auth | Visual data analysis in air traffic management 1 Tabelle |
| title_exact_search | Visual data analysis in air traffic management 1 Tabelle |
| title_exact_search_txtP | Visual data analysis in air traffic management 1 Tabelle |
| title_full | Visual data analysis in air traffic management 1 Tabelle Frank Rehm |
| title_fullStr | Visual data analysis in air traffic management 1 Tabelle Frank Rehm |
| title_full_unstemmed | Visual data analysis in air traffic management 1 Tabelle Frank Rehm |
| title_short | Visual data analysis in air traffic management |
| title_sort | visual data analysis in air traffic management 1 tabelle |
| title_sub | 1 Tabelle |
| topic | Datenanalyse (DE-588)4123037-1 gnd Numerische Wettervorhersage (DE-588)4268740-8 gnd Visuelles Datenbanksystem (DE-588)4373475-3 gnd Luftverkehr (DE-588)4036597-9 gnd |
| topic_facet | Datenanalyse Numerische Wettervorhersage Visuelles Datenbanksystem Luftverkehr Hochschulschrift |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=016028720&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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