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Spatio-temporal data mining: Part 1
Published on Jan 31, 20171036 Views
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Chapter list
Spatio - Temporal Data Mining (Part I)00:00
Goals (Part I)01:04
Outline (Part I)01:51
Spatio‐temporal Data Mining - 102:17
Spatio‐temporal Data Mining - 203:06
Spatio‐temporal Data Mining - 305:11
Modeling Spatial Information05:41
Field‐based Model06:44
Object‐based Model09:09
Field‐based vs. Object‐based10:37
Modeling Temporal Information12:20
Temporal snapshots13:01
Temporal change - 114:11
Temporal change - 215:18
ST data taxonomy - 115:45
Point trajectory Spatial time series16:15
Line trajectories16:38
Polygon trajectories17:24
Raster time series17:50
ST data taxonomy - 218:13
Further types … - 119:29
Further types … - 223:53
Data Attributes24:25
Relationships25:22
Topological relationships26:29
Distance relationships27:30
Directional relationships28:43
Hybrid relationships30:29
Spatial joins30:50
Relevant info in relationships31:52
Spatial Relationships vs. Statistical Correlation32:05
Spatial Cross‐correlation33:41
Autocorrelation34:26
Autocorrelation: positive vs. negative35:04
Negative Spatial Autocorrelation - 135:20
Negative Spatial Autocorrelation - 235:44
Measures of spatial autocorrelation37:00
Local Indicators of Spatial Association (LISA)37:23
Spatial Dependence37:26
Violated Assumptions - 138:23
Violated Assumptions - 239:39
Models Developed in Statistics39:41
General Spatial Model - 139:49
General Spatial Model - 240:45
General Spatial Model - 340:46
General Spatial Model - 440:59
General Spatial Model - 541:15
General Spatial Model - 641:23
Spatial Modeling: Limitations42:36
Relational Approach - 142:52
Relational Approach - 243:04
Relational Approach - 343:12
Relational Approach - 443:20
Relational Approach - 543:29
Relational Approach - 643:30
Relational Approach - 743:33
Limits of a relational approach to STDM43:34
STDM Tasks - 143:53
STDM Tasks - 244:24
A basic spatio‐temporal pattern?45:35
Trend Cluster46:05
Trend Cluster Discovery46:40
Trend clusters46:43