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Chengyang Zhang Computer Science Department University of North Texas
Aggregating and Querying Geo-Streams: From static sensors to Evolving Phenomena Chengyang Zhang Computer Science Department University of North Texas
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Geo-Stream Refers to data emitted by geo-referenced sensors and sensor networks, such as water level, vehicle speed Queries are often interested in moving/evolving phenomena, such as flood, traffic jam Need to bridge the gap between the point observations and continuous phenomena in REAL time. 06/26/08 CRI Group Meeting 2
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From Point Observations to Moving Regions
CRI Group Meeting
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Challenges Supporting spatio-temporal stream data types
Allow geo-streams to be grouped according to spatial proximity and then elevated into streaming regions Query Processing and Optimization CRI Group Meeting
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1. Stream Data Types CRI Group Meeting SMU Talk March 26, 2008 5
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2. Generalize Aggregate Functions
CRI Group Meeting SMU Talk March 26, 2008 6
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Generalize Aggregate Functions
CRI Group Meeting SMU Talk March 26, 2008 7
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3. Query Optimization CRI Group Meeting SMU Talk March 26, 2008 8
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Semantics-based Optimization
CRI Group Meeting SMU Talk March 26, 2008 9
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Incremental Optimization
CRI Group Meeting SMU Talk March 26, 2008 10
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Experimental Results CRI Group Meeting SMU Talk March 26, 2008 11
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Experimental Results CRI Group Meeting SMU Talk March 26, 2008 12
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Questions? 06/26/08 CRI Group Meeting 13
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