Finding all nearest neighbors with a single graph traversal
Y Xu, J Qi, R Borovica-Gajic, L Kulik
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) | Springer Nature Switzerland | Published : 2018
© Springer International Publishing AG, part of Springer Nature 2018. Finding the nearest neighbor is a key operation in data analysis and mining. An important variant of nearest neighbor query is the all nearest neighbor (ANN) query, which reports all nearest neighbors for a given set of query objects. Existing studies on ANN queries have focused on Euclidean space. Given the widespread occurrence of spatial networks in urban environments, we study the ANN query in spatial network settings. An example of an ANN query on spatial networks is finding the nearest car parks for all cars currently on the road. We propose VIVET, an index-based algorithm to efficiently process ANN queries. VIVET pe..View full abstract
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Awarded by Australian Research Council (ARC)
This work is supported in part by Australian Research Council (ARC) Discovery Project DP180103332.