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MinSum Based Optimal Location Query in Road Networks

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Database Systems for Advanced Applications (DASFAA 2017)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 10178))

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Abstract

Consider a road network G on which a set C of clients and a set S of servers are located. Optimal location query (OLQ) in road networks is to find a location such that when a new server is set up at this location, a certain objective function computed based on the clients and the servers serving the clients is optimized. In this paper, we study the OLQ with the MinSum objective function in road networks, namely the MinSum query. This problem has been studied before, but the state-of-the-art is still not efficient enough. We propose an efficient algorithm based on the two-level pruning technique. We also study the extension of the MinSum query problem, namely the optimal multiple-location MinSum query. Since this extension is shown to be NP-hard, we propose a greedy algorithm. Moreover, we give an approximate guarantee for our solution. Extensive experiments on the real road networks were conducted to show the efficiency of our proposed algorithms.

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Acknowledgements

We are very thankful to the anonymous reviewers for the very useful comments. This paper is supported by the NSFC (61572537, U1401256, U1501252) and the Science and Technology Planning Project of Guangdong Province, China (2014A080802003).

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Correspondence to Yubao Liu .

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Xu, L., Mai, G., Chen, Z., Liu, Y., Dai, G. (2017). MinSum Based Optimal Location Query in Road Networks. In: Candan, S., Chen, L., Pedersen, T., Chang, L., Hua, W. (eds) Database Systems for Advanced Applications. DASFAA 2017. Lecture Notes in Computer Science(), vol 10178. Springer, Cham. https://doi.org/10.1007/978-3-319-55699-4_27

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  • DOI: https://doi.org/10.1007/978-3-319-55699-4_27

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  • Publisher Name: Springer, Cham

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  • Online ISBN: 978-3-319-55699-4

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