【课程名称】 电子信息学科前沿基础课程——空间大数据

【课程编号】 0521401

【主讲人】 University of Calgary 加拿大 王欣 副教授

【时间、地点】

【授课内容】

1. Introduction to Spatial Databases

1. 1 Overview

1.2 GIS and SDBMS

1.3 An Example of an SDBMS Application

2. Spatial Data Models and Indexing

2.1 Models of Spatial Information

2.1.1 Field-Based Model

2.1.2 Object-Based Models

2.1.3 Spatial Data Types

2.1.4 Operations on Spatial Objects

2.2 Spatial Indexing

2.2.1Grid Files

2.2.2 R-Trees

2.2.3 Cost Models

3. Spatial Networks

3.1 Example of Spatial Network Databases

3.2 Conceptual, Logical, and Physical Data Models

3.3 Graph Algorithms

4. Introductions to Data Mining

4.1 Concept of Data Mining

4.2 Interesting Patterns

4.3 Example Applications

5 Spatial Data Mining

5.1 Motivation of Spatial Data Mining

5.2 Classification

5.3 Clustering

5.4 Association Rule Mining

                                                                   信息学院       研究生院

                                                                       2015-10-23