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Given a set of points and a set of segments in the plane, we consider the problem of computing for each segment of its closest point in . The previously best algorithm solves the problem in time [Bespamyatnikh, 2003] and a lower bound (under a somewhat restricted model) has also been proved. In this paper, we present an time algorithm and thus solve the problem optimally (under the restricted model). In addition, we also present data structures for solving the online version of the problem, i.e., given a query segment (or a line as a special case), find its closest point in . Our new results improve the previous work.

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