Query Processing over multiple, continuous, rapid, timevarying data streams - PowerPoint PPT Presentation

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Query Processing over multiple, continuous, rapid, timevarying data streams

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Query Processing. over multiple, continuous, rapid, time-varying data streams. 19991235 ??? ... Survey existing papers that resolve challenges ... – PowerPoint PPT presentation

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Title: Query Processing over multiple, continuous, rapid, timevarying data streams


1
Query Processing over multiple, continuous,
rapid, time-varying data streams
  • 19991235 ???
  • Advisor ??? ???

2
Application
Sensors generate data streams consisting of
location information of cars
  • Growing needs to select and join data from
    multiple data streams
  • find cars that match given predicates (select)
  • find the car that is captured from given sensors
    (join)

3
Challenges
  • Semantics
  • SQL semantics still applicable?
  • Scalability
  • what if we have millions of data streams?
  • Adaptivity
  • arrival characteristics may vary significantly
  • Approximation
  • what if arrival rate gtgt computation rate?

4
To do
  • Survey existing papers that resolve challenges
  • Implement a simple efficient query processing
    system, focusing on select and join, over
    multiple data streams
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