Let

be a set of

possibly intersecting line segments on the

-axis. A
data structure is developed that - for an arbitrary query segment

- reports in

time a segment in

which yields the largest
relative overlap with

. The structure needs

time and

space for construction. These bounds are asymptotically optimal.