Abstract
2014 ACM. Online driving direction services offer fundamental functionality to mobile users, and such services see substantial and increasing loads as mobile access continues to proliferate. Cache servers can be deployed in order to reduce the resulting network traffic. We define so-called concise shortest paths that are equivalent to driving instructions. A concise shortest path occupies much less space than a shortest path; yet it provides sufficient navigation information to mobile users. Then we propose techniques that enable the caching of concise shortest paths in order to improve the cache hit ratio. Interestingly, the use of concise shortest paths in caching has two opposite effects on the cache hit ratio. The cache can accommodate a larger number of concise paths, but each individual concise path contains fewer nodes and so may answer fewer shortest path queries. The challenge is to strike a balance between these two effects in order to maximize the overall cache hit ratio. In this paper, we revisit two classes of caching methods and develop effective caching techniques for concise paths. Empirical results on real trajectory-induced workloads confirm the effectiveness of the proposed techniques.
Original language | English |
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Title of host publication | 22nd ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, ACM SIGSPATIAL GIS 2014 |
Publisher | Association for Computing Machinery |
Pages | 23-32 |
Number of pages | 10 |
Volume | 04-07-November-2014 |
ISBN (Electronic) | 9781450331319 |
DOIs | |
Publication status | Published - 4 Nov 2014 |
Event | 22nd ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, ACM SIGSPATIAL GIS 2014 - Dallas, United States Duration: 4 Nov 2014 → 7 Nov 2014 |
Conference
Conference | 22nd ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, ACM SIGSPATIAL GIS 2014 |
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Country/Territory | United States |
City | Dallas |
Period | 4/11/14 → 7/11/14 |
Keywords
- Caching
- Road networks
- Shortest paths
ASJC Scopus subject areas
- Earth-Surface Processes
- Computer Science Applications
- Modelling and Simulation
- Computer Graphics and Computer-Aided Design
- Information Systems