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Reducing the Dimensional Dependence for Rank-Based Similarity SearchBy Jeevan Arjun Shelke, Viresh Shivshankar Humnabadkar, Tushar Tinajirao Kale, Girish Gundopant Kulkarni, P. S. Kulkarni
Abstract: In this paper a data structure for k-NN search, the rank cover tree (RCT) is implemented. The pruning tests for RCT rely on the comparison of similarity values and not on the other properties of the underlying space, such as the triangle inequality. Objects are selected according to their ranks with respect to the query object, allowing much tighter control on the overall execution costs. Theoretical analysis shows that with …
Published in Journal of Advanced Database Management & Systems · Vol. 3, Issue 1, 2016 · pp. 9–17 Read article →