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A filter-based protocol for continuous queries over imprecise location data

  • Yifan Jin
  • , Reynold Cheng
  • , Ben Kao
  • , Kam-Yiu Lam
  • , Yinuo Zhang

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

Abstract

In typical location-based services (LBS), moving objects (e.g., GPS-enabled mobile phones) report their locations through a wireless network. An LBS server can use the location information to answer various types of continuous queries. Due to hardware limitations, location data reported by the moving objects are often uncertain. In this paper, we study efficient methods for the execution of Continuous Possible Nearest Neighbor Query (CPoNNQ) that accesses imprecise location data. A CPoNNQ is a standing query (which is active during a period of time) such that, at any time point, all moving objects that have non-zero probabilities of being the nearest neighbor of a given query point are reported. To handle the continuous nature of a CPoNNQ, a simple solution is to require moving objects to continuously report their locations to the LBS server, which evaluates the query at every time step. To save communication bandwidth and mobile devices' batteries, we develop two filter-based protocols for CPoNNQ evaluation. Our protocols install "filter bounds" on moving objects, which suppress unnecessary location reporting and communication between the server and the moving objects. Through extensive experiments, we show that our protocols can effectively reduce communication costs while maintaining a high query quality. © 2012 ACM.
Original languageEnglish
Title of host publicationACM International Conference Proceeding Series
Pages365-374
DOIs
Publication statusPublished - 2012
Event21st ACM International Conference on Information and Knowledge Management, CIKM 2012 - Maui, HI, United States
Duration: 29 Oct 2012 → 2 Nov 2012

Conference

Conference21st ACM International Conference on Information and Knowledge Management, CIKM 2012
PlaceUnited States
CityMaui, HI
Period29/10/12 → 2/11/12

Research Keywords

  • communication cost
  • continuous queries
  • uncertain database

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