Mobility data: modeling, management, and understanding
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
New York
Cambridge Univ. Press
2013
|
| Ausgabe: | 1. publ. |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Includes bibliographical references (pages 341-350) and indexes |
| Beschreibung: | XXI, 360 S. Ill., Kt. 24 cm |
| ISBN: | 9781107021716 |
Internformat
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| 245 | 1 | 0 | |a Mobility data |b modeling, management, and understanding |c ed. by Chiara Renso ... |
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| 264 | 1 | |a New York |b Cambridge Univ. Press |c 2013 | |
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Datensatz im Suchindex
| _version_ | 1804152013300170752 |
|---|---|
| adam_text | CONTENTS
List of Contributors page
xi
Preface
xv
Acknowledgments
xix
PART I MOBILITY DATA MODELING AND REPRESENTATION
1
Trajectories and Their Representations
3
S. Spaccapietra, C. Parent, L. Spinsanti
1.1
Introduction
3
1.2
Trajectory: Definition and Application Scenario
5
1.3
From Raw Trajectories to Semantic Trajectories
10
1.4
Trajectory Patterns and Behaviors
14
1.5
Individual, Collective, and Sequence Trajectory Behavior
17
1.6
Conclusions
20
1.7
Bibliographic Notes
21
2
Trajectory Collection and Reconstruction
23
G.
Marketos,
M.L.
Damiani,
N. Pelekis, Y.
Theodoridis,
Ζ. Υαη
2.1
Introduction
23
2.2
Tracking Trajectory Data
24
2.3
Handling Trajectory Data
26
2.4
Reconstructing Trajectories
30
2.5
Protecting the Privacy of Individuals Positions
34
2.6
Conclusions
40
2.7
Bibliographic Notes
40
vi
Contents
3
Trajectory Databases
42
R.H.
Gating,
T.
Behr,
С.
Düntgen
3.1
Introduction
42
3.2 Data Model
and Query Language
45
3.3
Secondo
51
3.4
Representations for Sets of Trajectories
56
3.5
Indexing
58
3.6
Hermes
59
3.7
Conclusions
60
3.8
Bibliographic Notes
60
4
Trajectory Data Warehouses
62
A.A.
Vaisman,
E. Zimányi
4.1
Introduction
62
4.2
Data Warehousing
63
4.3
Running Example
65
4.4
Querying Trajectory Data Warehouses
68
4.5
Continuous Fields
73
4.6
An Example Trajectory DW: GeoPKDD
76
4.7
Conclusions
81
4.8
Bibliographic Notes
81
5
Mobility and Uncertainty
83
C.
Silvestri,
A.A.
Vaisman
5.1
Introduction
83
5.2
Causes of Uncertainty in Mobility Data
85
5.3
Uncertainty Models for Spatio-Temporal Data
88
5.4
Conclusions
100
5.5
Bibliographic Notes
100
PART II MOBILITY DATA UNDERSTANDING
6
Mobility Data Mining
105
M. Nanni
6.1
Introduction
105
6.2
Local Trajectory Patterns/Behaviors
107
6.3
Global Trajectory Models
113
6.4
Conclusions
123
6.5
Bibliographic Notes
125
Contents
vii
7
Understanding Human Mobility Using Mobility Data
Mining
127
C. Renso, R.
Trasării
7.1
The Mobility Knowledge Discovery Process
127
7.2
The M-Atlas System
129
7.3
Finding Behavior from Trajectory Data
140
7.4
Conclusions
146
7.5
Bibliographic Notes
147
8
Visual Analytics of Movement: A Rich Palette of
Techniques to Enable Understanding
149
N.
Andrienko, G. Andrienko
8.1
Introduction
149
8.2
Looking at Trajectories
150
8.3
Looking inside Trajectories: Attributes, Events, and Patterns
156
8.4
Bird s Eye on Movement: Generalization and Aggregation
159
8.5
Investigation of Movement in Context
167
8.6
Conclusions
171
8.7
Bibliographic Notes
171
9
Mobility Data and Privacy
174
F. G
¿annotti,
A. Monreale,
D.
Pe
dre
schi
9.1
Introduction
174
9.2
Basic
Concepts for Data Privacy
175
9.3
Privacy in Offline Mobility Data Analysis
178
9.4
Privacy by Design in Data Mining
184
9.5
Conclusions
192
9.6
Bibliographic Notes
193
PART III MOBILITY APPLICATIONS
10
Car Traffic Monitoring
197
D. Janssens, M. Nanni, S. Rinzivillo
10.1
Traffic Modeling and Transportation Science
197
10.2
Data-Driven Traffic Models
199
10.3
Data Understanding
201
10.4
Analysis of Movement Behavior
206
10.5
Conclusions
219
10.6
Bibliographic Notes
220
viii Contents
11
Maritime Monitoring
221
T.
Derogete,
L.
Etienne,
C.
Ray
11.1 Maritime
Context
221
11.2
A Monitoring System Based on Data-Mining Processes
226
11.3
Conclusions
238
11.4
Bibliographic Notes
239
12
Air Traffic Analysis
240
C.
Hurler, G.
Andrienko,
N.
Andrienko, R.H.
G
üt
ing,
M.
Sakr
12.1
Introduction
240
12.2
Motivation
241
12.3
Data Set Description
243
12.4
Direct Manipulation of Trajectories
244
12.5
Event Extraction
249
12.6
Complex Pattern Extraction Using a Moving Object Database
System
253
12.7
Conclusions
257
12.8
Bibliographic Notes
258
13
Animal Movement
259
S. Focardi,
F
Cagnacci
13.1
Introduction
259
13.2
The Study of Animal Movement
264
13.3
Conclusions
274
13.4
Bibliographic Notes
275
14
Person Monitoring with Bluetooth Tracking
277
M.
Versichele,
T. Neutens,
N.
Van
de Weghe
14.1
The Difficult Nature of Measuring Human Mobility
277
14.2
How Bluetooth Offers an Alternative Solution
279
14.3
Case Studies
281
14.4
Conclusions
292
14.5
Bibliographic Notes
293
PART IV FUTURE CHALLENGES AND CONCLUSIONS
15
A Complexity Science Perspective on Human Mobility
297
F. Giannotti, L.
Pappalardo,
D.
Pedreschì, D.
Wang
15.1
Models of Human
Mobility
298
15.2
Social Networks and Human Mobility
306
15.3
Conclusions
312
15.4
Bibliographic Notes
313
Contents ix
16
Mobility and
Geo-Social
Networks
315
L.
Spìnsanti,
M. Berlingerio, L.
Pappalardo
16.1
Introduction
315
16.2
Geo-Social Data
and Mobility
317
16.3
Trajectory from
Geo-Social Web
321
16.4
Geographic Information in
Geo-Social Web
322
16.5
Open Issues
330
16.6
Conclusions
332
16.7
Bibliographic Notes
332
17
Conclusions
334
C. Re
n
so,
S. Spaccapietra, E. Zimányi
Bibliography
341
Glossary
351
Author Index
357
Subject Index
358
Color plates section appears between pages
170
and
171
|
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| spelling | Renso, Chiara 1968- Verfasser (DE-588)1049717856 aut Mobility data modeling, management, and understanding ed. by Chiara Renso ... 1. publ. New York Cambridge Univ. Press 2013 XXI, 360 S. Ill., Kt. 24 cm txt rdacontent n rdamedia nc rdacarrier Includes bibliographical references (pages 341-350) and indexes Mobile computing Mobilität (DE-588)4039785-3 gnd rswk-swf Mobile Computing (DE-588)4694120-4 gnd rswk-swf Datenverarbeitung (DE-588)4011152-0 gnd rswk-swf (DE-588)4143413-4 Aufsatzsammlung gnd-content Mobile Computing (DE-588)4694120-4 s DE-604 Mobilität (DE-588)4039785-3 s Datenverarbeitung (DE-588)4011152-0 s Digitalisierung UB Bamberg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027177102&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
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| title | Mobility data modeling, management, and understanding |
| title_auth | Mobility data modeling, management, and understanding |
| title_exact_search | Mobility data modeling, management, and understanding |
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| title_full_unstemmed | Mobility data modeling, management, and understanding ed. by Chiara Renso ... |
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