TITLE Geometric Separator Theorems \& Applications AUTHORS Warren D. Smith NECI Nicholas C. Wormald Dept of Mathematics and Statistics, University of Melbourne, Parkville VIC 3052, Australia. Research supported by the ARC. ABSTRACT We find a large number of ``geometric separator theorems'' such as: I: Given $N$ disjoint iso-oriented squares in the plane, there exists a rectangle with $\le 2N/3$ squares inside, $\le 2N/3$ squares outside, and $\le (4 + o(1)) \sqrt{N}$ partly in \& out. II: There exists a rectangle that is crossed by the minimal spanning tree of $N$ sites in the plane at $\le (4 \cdot 3^{1/4} + o(1)) \sqrt{N}$ points, having $\le 2N/3$ sites inside and outside. These theorems yield a large number of applications, such as subexponential algorithms for traveling salesman tour and rectilinear Steiner minimal tree in ${\bf R}^d$, new point location algorithms, and new upper and lower bound proofs for ``planar separator theorems.''