Mining Spatio-Temporal Information Systems

Roy Ladner, Kevin Shaw, Mahdi Abdelguerfi (Herausgeber)

Buch | Softcover

170 Seiten

2013 | Softcover reprint of the original 1st ed. 2002
Springer-Verlag New York Inc.
978-1-4613-5416-1 (ISBN)

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Mining Spatio-Temporal Information Systems, an edited volume is composed of chapters from leading experts in the field of Spatial-Temporal Information Systems and addresses the many issues in support of modeling, creation, querying, visualizing and mining. Mining Spatio-Temporal Information Systems is intended to bring together a coherent body of recent knowledge relating to STIS data modeling, design, implementation and STIS in knowledge discovery. In particular, the reader is exposed to the latest techniques for the practical design of STIS, essential for complex query processing.
Mining Spatio-Temporal Information Systems is structured to meet the needs of practitioners and researchers in industry and graduate-level students in Computer Science.

1: Spatio-Temporal Data Mining and Knowledge Discovery: Issues Overview.- 1. Introduction.- 2. Background.- 3. Data.- 4. Data Issues.- 5. Conclusions.- 2: Indexing of Objects on the Move.- 1. Introduction.- 2. Problem Statement and Related Work.- 3. The TPR-Tree.- 4. The REXP-Tree.- 5. Summary of Performance Experiments.- 6. Conclusions.- 3: Efficient Storage of Large Volume Spatial and Temporal Point-Data in an Object-Oriented Database.- 1. Introduction.- 2. The GIDB System.- 3. The Problem Domain.- 4. An Object-Oriented Solution.- 5. Requirements.- 6. Towards a Solution.- 7. The Design.- 8. A Flexible Framework.- 9. Sample Applications.- 10. Evaluation.- 11. Future Developments.- 12. Conclusions.- 4: A Typology of Spatiotemporal Information Queries.- 1. Introduction.- 2. Spatiotemporal Information for the Dynamic World.- 3. A Typology of Spatiotemporal Queries.- 4. Conclusions.- 5: Visual Query of Time-Dependent 3D Weather in a Global Geospatial Environment.- 1. Introduction.- 2. 4D Data Model for the Visual Earth.- 3. Scalable, Hierarchical 3D Data Structure.- 4. Interactive, Accurate Visualization of Nonuniform Data.- 6: STQL — A Spatio-Temporal Query Language.- 1. Introduction.- 2. Related Work.- 3. The Data Model.- 4. Querying with Spatio-Temporal Operations.- 5. Visual Querying.- 6. Conclusions.- 7: Tripod: A Spatio-Historical Object Database System.- 1. Introduction.- 2. Case Study: UK National Land Use Database.- 3. The Tripod Object Model.- 4. Architecture.- 5. Related Work.- 6. Conclusions.- 8: Spatio-Temporal Subgroup Discovery.- 1. Introduction: Spatial Subgroup Mining.- 2. Application Example.- 3. Representation of Spatio-Temporal Data and of Spatial Subgroups.- 4. Spatio-Temporal Analyses.- 5. Database Integration.- 6. Conclusions and Future Work.

Reihe/Serie	The Springer International Series in Engineering and Computer Science ; 699
Zusatzinfo	X, 170 p.
Verlagsort	New York, NY
Sprache	englisch
Maße	155 x 235 mm
Themenwelt	Informatik ► Datenbanken ► Data Warehouse / Data Mining
	Informatik ► Theorie / Studium ► Algorithmen
	Naturwissenschaften ► Geowissenschaften ► Geografie / Kartografie
ISBN-10	1-4613-5416-1 / 1461354161
ISBN-13	978-1-4613-5416-1 / 9781461354161
Zustand	Neuware