Given a set P of n points in R d , a tour is a closed simple path that covers all the given points, i.e. a Hamiltonian cycle. A link is a line segment connecting two points and a rectilinear link is parallel to one of the axes. The problems of defining a path and a tour with minimum number of links, also known as Minimum-Link Covering Path and Minimum-Link Covering Tour respectively are proven to be NP-hard in R 2 . The corresponding rectilinear versions are also NP-hard in R 2 .A set of points is said to be in general position for rectilinear versions of the problems if no two points share any coordinate. We call a set of points in R d to be in relaxed general position if no three points share any coordinate and any two points can share at most one coordinate. That is, if the points are either in general position or in relaxed general position then an axis parallel line can contain at most one point. If points are in relaxed general position then these problems are NP-hard in R 10 . We prove that these two problems are in fact NP-hard in R 4 . If points in R d , d > 1 are in general position then the time complexities of these problems, both basic and rectilinear versions, are unknown.
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