Robust Proximity Search for Balls using Sublinear Space

Abstract

Given a set of n disjoint balls b1, . . ., bn in IRd, we provide a data structure, of near linear size, that can answer (1 ε)-approximate kth-nearest neighbor queries in O(log n + 1/εd) time, where k and ε are provided at query time. If k and ε are provided in advance, we provide a data structure to answer such queries, that requires (roughly) O(n/k) space; that is, the data structure has sublinear space requirement if k is sufficiently large.

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