Nearest and farthest spatial skyline queries under multiplicative weighted Euclidean distances

作者: Marta Fort , J. Antoni Sellarès , Nacho Valladares

DOI: 10.1016/J.KNOSYS.2019.105299

关键词:

摘要: Abstract Consider two point sets in the plane, a set of points interest and query that is used to establish distance restrictions with respect interest. A nearest/farthest spatial skyline retrieves subset desirable or relevant interest, called points, such no other simultaneously closer to/farther from all points. The top- k skylines, are best skylines among existent ones. All these queries find applications decision-making support systems, facility location, crisis management trips events planning. To take into account each has different importance, weight assigned them multiplicative weighted Euclidean distances used. In this paper, we study, for first time, nearest farthest when considered. We prove most properties traditional non longer true under and, consequently, strategies solving not usable case. present sequential parallel algorithm, be run on CPU Graphics Processing Unit, respectively, extract skylines. provide time space complexity analysis both algorithms together their theoretical comparison. also have developed simple interface deal which allows visualize store file obtained Finally, discuss experimental results implementation proposed algorithms.

参考文章(37)
Wanbin Son, Fabian Stehn, Christian Knauer, Hee-Kap Ahn, Top-k Manhattan Spatial Skyline Queries workshop on algorithms and computation. ,vol. 123, pp. 22- 33 ,(2017) , 10.1016/J.IPL.2017.03.003
Tammy Drezner, Zvi Drezner, Validating the Gravity-Based Competitive Location Model Using Inferred Attractiveness Annals of Operations Research. ,vol. 111, pp. 227- 237 ,(2002) , 10.1023/A:1020910021280
M. Fort, J.A. Sellarès, Common influence region problems Information Sciences. ,vol. 321, pp. 116- 135 ,(2015) , 10.1016/J.INS.2015.05.038
Yunjun Gao, Qing Liu, Lu Chen, Gang Chen, Qing Li, Efficient algorithms for finding the most desirable skyline objects Knowledge Based Systems. ,vol. 89, pp. 250- 264 ,(2015) , 10.1016/J.KNOSYS.2015.07.007
Wanbin Son, Seung-won Hwang, Hee-Kap Ahn, MSSQ: Manhattan Spatial Skyline Queries Information Systems. ,vol. 40, pp. 67- 83 ,(2014) , 10.1016/J.IS.2013.10.001
Barry Boots, Robert South, Modeling retail trade areas using higher-order, multiplicatively weighted voronoi diagrams Journal of Retailing. ,vol. 73, pp. 519- 536 ,(1997) , 10.1016/S0022-4359(97)90033-6
Marta Fort, J. Antoni Sellarès, Finding influential location regions based on reverse k -neighbor queries Knowledge Based Systems. ,vol. 47, pp. 35- 52 ,(2013) , 10.1016/J.KNOSYS.2013.03.013
F. Aurenhammer, H. Edelsbrunner, An optimal algorithm for constructing the weighted Voronoi diagram in the plane Pattern Recognition. ,vol. 17, pp. 251- 257 ,(1984) , 10.1016/0031-3203(84)90064-5
Gae-won You, Mu-Woong Lee, Hyeonseung Im, Seung-won Hwang, The Farthest Spatial Skyline Queries Information Systems. ,vol. 38, pp. 286- 301 ,(2013) , 10.1016/J.IS.2012.10.001
Mehdi Sharifzadeh, Cyrus Shahabi, Leyla Kazemi, Processing spatial skyline queries in both vector spaces and spatial network databases ACM Transactions on Database Systems. ,vol. 34, pp. 1- 45 ,(2009) , 10.1145/1567274.1567276