Mining Spatio-Temporal Information Systems / edited by Roy Ladner, Kevin Shaw, Mahdi Abdelguerfi.
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...
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Format: | eBook |
Language: | English |
Published: |
Boston, MA :
Springer US,
2002.
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Series: | International series in engineering and computer science ;
699. |
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Table of Contents:
- 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.