Gale Diagram
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In the mathematical discipline of
polyhedral combinatorics Polyhedral combinatorics is a branch of mathematics, within combinatorics and discrete geometry, that studies the problems of counting and describing the faces of convex polyhedra and higher-dimensional convex polytopes. Research in polyhedral co ...
, the Gale transform turns the vertices of any
convex polytope A convex polytope is a special case of a polytope, having the additional property that it is also a convex set contained in the n-dimensional Euclidean space \mathbb^n. Most texts. use the term "polytope" for a bounded convex polytope, and the wo ...
into a set of vectors or points in a space of a different dimension, the Gale diagram of the polytope. It can be used to describe high-dimensional polytopes with few vertices, by transforming them into sets with the same number of points, but in a space of a much lower dimension. The process can also be reversed, to construct polytopes with desired properties from their Gale diagrams. The Gale transform and Gale diagram are named after
David Gale David Gale (December 13, 1921 – March 7, 2008) was an American mathematician and economist. He was a professor emeritus at the University of California, Berkeley, affiliated with the departments of mathematics, economics, and industrial ...
, who introduced these methods in a 1956 paper on
neighborly polytope In geometry and polyhedral combinatorics, a -neighborly polytope is a convex polytope in which every set of or fewer vertices forms a face. For instance, a 2-neighborly polytope is a polytope in which every pair of vertices is connected by an e ...
s.


Definitions


Transform

Given a d-dimensional polytope, with n vertices, adjoin 1 to the
Cartesian coordinate In geometry, a Cartesian coordinate system (, ) in a plane is a coordinate system that specifies each point uniquely by a pair of real numbers called ''coordinates'', which are the signed distances to the point from two fixed perpendicular o ...
s of each vertex, to obtain a (d+1)-dimensional
column vector In linear algebra, a column vector with elements is an m \times 1 matrix consisting of a single column of entries, for example, \boldsymbol = \begin x_1 \\ x_2 \\ \vdots \\ x_m \end. Similarly, a row vector is a 1 \times n matrix for some , c ...
. The
matrix Matrix (: matrices or matrixes) or MATRIX may refer to: Science and mathematics * Matrix (mathematics), a rectangular array of numbers, symbols or expressions * Matrix (logic), part of a formula in prenex normal form * Matrix (biology), the m ...
A of these n column vectors has dimensions (d+1)\times n, defining a linear mapping from n-space to (d+1)-space, surjective with rank d+1. The
kernel Kernel may refer to: Computing * Kernel (operating system), the central component of most operating systems * Kernel (image processing), a matrix used for image convolution * Compute kernel, in GPGPU programming * Kernel method, in machine learnin ...
of A describes linear dependencies among the n original vertices with coefficients summing to zero; this kernel has dimension n-d-1. The Gale transform of A is a matrix B of dimension n\times (n-d-1), whose ''column vectors'' are a chosen basis for the kernel of A. Then B has n ''row vectors'' of dimension n-d-1. These row vectors form the Gale diagram of the polytope. A different choice of basis for the kernel changes the result only by a linear transformation. Note that the vectors in the Gale diagram are in natural bijection with the n vertices of the original d-dimensional polytope, but the dimension of the Gale diagram is smaller whenever n \leq 2d. A proper subset of the vertices of a polytope forms the vertex set of a face of the polytope, if and only if the complementary set of vectors of the Gale transform has a
convex hull In geometry, the convex hull, convex envelope or convex closure of a shape is the smallest convex set that contains it. The convex hull may be defined either as the intersection of all convex sets containing a given subset of a Euclidean space, ...
that contains the
origin Origin(s) or The Origin may refer to: Arts, entertainment, and media Comics and manga * ''Origin'' (comics), a Wolverine comic book mini-series published by Marvel Comics in 2002 * ''The Origin'' (Buffy comic), a 1999 ''Buffy the Vampire Sl ...
in its
relative interior In mathematics, the relative interior of a set is a refinement of the concept of the interior, which is often more useful when dealing with low-dimensional sets placed in higher-dimensional spaces. Formally, the relative interior of a set S (deno ...
. Equivalently, the subset of vertices forms a face if and only if its affine span does not intersect the convex hull of the complementary vectors.


Linear diagram

Because the Gale transform is defined only up to a linear transformation, its nonzero vectors can be normalized to all be (n-d-1)-dimensional
unit vector In mathematics, a unit vector in a normed vector space is a Vector (mathematics and physics), vector (often a vector (geometry), spatial vector) of Norm (mathematics), length 1. A unit vector is often denoted by a lowercase letter with a circumfle ...
s. The linear Gale diagram is a normalized version of the Gale transform, in which all the vectors are zero or unit vectors.


Affine diagram

Given a Gale diagram of a polytope, that is, a set of n unit vectors in an (n-d-1)-dimensional space, one can choose a (n-d-2)-dimensional subspace S through the origin that avoids all of the vectors, and a parallel subspace S' that does not pass through the origin. Then, a
central projection In mathematics, a projection is an idempotent mapping of a set (or other mathematical structure) into a subset (or sub-structure). In this case, idempotent means that projecting twice is the same as projecting once. The restriction to a subspa ...
from the origin to S' will produce a set of (n-d-2)-dimensional points. This projection loses the information about which vectors lie above S and which lie below it, but this information can be represented by assigning a sign (positive, negative, or zero) or equivalently a color (black, white, or gray) to each point. The resulting set of signed or colored points is the affine Gale diagram of the given polytope. This construction has the advantage, over the Gale transform, of using one less dimension to represent the structure of the given polytope. Gale transforms and linear and affine Gale diagrams can also be described through the duality of
oriented matroid An oriented matroid is a mathematical structure that abstracts the properties of directed graphs, vector arrangements over ordered fields, and hyperplane arrangements over ordered fields. In comparison, an ordinary (i.e., non-oriented) matroid a ...
s. As with the linear diagram, a subset of vertices forms a face if and only if there is no affine function (a linear function with a possibly nonzero constant term) that assigns a non-negative value to each positive vector in the complementary set and a non-positive value to each negative vector in the complementary set., p. 170


Examples

The Gale diagram is particularly effective in describing polyhedra whose numbers of vertices are only slightly larger than their dimensions.


Simplices

A d-dimensional polytope with n=d+1 vertices, the minimum possible, is a
simplex In geometry, a simplex (plural: simplexes or simplices) is a generalization of the notion of a triangle or tetrahedron to arbitrary dimensions. The simplex is so-named because it represents the simplest possible polytope in any given dimension. ...
. In this case, the linear Gale diagram is 0-dimensional, consisting only of zero vectors. The affine diagram has n gray points., p. 171.


One additional vertex

In a d-dimensional polytope with n=d+2 vertices, the linear Gale diagram is one-dimensional, with the vector representing each point being one of the three numbers -1, 0, or +1. In the affine diagram, the points are zero-dimensional, so they can be represented only by their signs or colors without any location value. In order to represent a polytope, the diagram must have at least two points with each nonzero sign. Two diagrams represent the same combinatorial equivalence class of polytopes when they have the same numbers of points of each sign, or when they can be obtained from each other by negating all of the signs. For d=2, the only possibility is two points of each nonzero sign, representing a convex
quadrilateral In Euclidean geometry, geometry a quadrilateral is a four-sided polygon, having four Edge (geometry), edges (sides) and four Vertex (geometry), corners (vertices). The word is derived from the Latin words ''quadri'', a variant of four, and ''l ...
. For d=3, there are two possible Gale diagrams: the diagram with two points of each nonzero sign and one zero point represents a
square pyramid In geometry, a square pyramid is a Pyramid (geometry), pyramid with a square base and four triangles, having a total of five faces. If the Apex (geometry), apex of the pyramid is directly above the center of the square, it is a ''right square p ...
, while the diagram with two points of one nonzero sign and three points with the other sign represents the
triangular bipyramid A triangular bipyramid is a hexahedron with six triangular faces constructed by attaching two tetrahedra face-to-face. The same shape is also known as a triangular dipyramid or trigonal bipyramid. If these tetrahedra are regular, all faces of a t ...
. In general, the number of distinct Gale diagrams with n=d+2, and the number of combinatorial equivalence classes of d-dimensional polytopes with n vertices, is \lfloor d^2/4 \rfloor.


Two additional vertices

In a d-dimensional polytope with n=d+3 vertices, the linear Gale diagram consists of points on the
unit circle In mathematics, a unit circle is a circle of unit radius—that is, a radius of 1. Frequently, especially in trigonometry, the unit circle is the circle of radius 1 centered at the origin (0, 0) in the Cartesian coordinate system in the Eucli ...
(unit vectors) and at its center. The affine Gale diagram consists of labeled points or clusters of points on a line. Unlike for the case of n=d+2 vertices, it is not completely trivial to determine when two Gale diagrams represent the same polytope. Three-dimensional polyhedra with six vertices provide natural examples where the original polyhedron is of a low enough dimension to visualize, but where the Gale diagram still provides a dimension-reducing effect. * A
regular octahedron In geometry, a regular octahedron is a Platonic solid composed of eight equilateral triangles, four of which meet at each vertex. Regular octahedra occur in nature as crystal structures. An octahedron, more generally, can be any eight-sided polyh ...
has linear Gale diagram comprising three pairs of equal points on the unit circle (representing pairs of opposite vertices of the octahedron), dividing the circle into arcs of angle less than \pi. Its affine Gale diagram consists of three pairs of equal signed points on the line, with the middle pair having the opposite sign to the outer two pairs. * A
triangular prism In geometry, a triangular prism or trigonal prism is a Prism (geometry), prism with 2 triangular bases. If the edges pair with each triangle's vertex and if they are perpendicular to the base, it is a ''right triangular prism''. A right triangul ...
has linear Gale diagram comprising six points on the circle, in three diametrically opposed pairs, with each pair representing vertices of the prism that are adjacent on two square faces of the prism. The corresponding affine Gale diagram has three pairs of points on a line, like the regular octahedron, but with one point of each sign in each pair.


Applications

Gale diagrams have been used to provide a complete
combinatorial enumeration Enumerative combinatorics is an area of combinatorics that deals with the number of ways that certain patterns can be formed. Two examples of this type of problem are counting combinations and counting permutations. More generally, given an inf ...
of the d-dimensional polytopes with n=d+3 vertices, and to construct polytopes with unusual properties. These include: * The Perles polytope, an 8-dimensional polytope with 12 vertices that cannot be realized with rational
Cartesian coordinate In geometry, a Cartesian coordinate system (, ) in a plane is a coordinate system that specifies each point uniquely by a pair of real numbers called ''coordinates'', which are the signed distances to the point from two fixed perpendicular o ...
s.
Micha Perles Micha Asher Perles () is an Israeli mathematician working in geometry, a professor emeritus at the Hebrew University. He earned his Ph.D. in 1964 from the Hebrew University, under the supervision of Branko Grünbaum. His contributions include: *Th ...
constructed it from the
Perles configuration In geometry, the Perles configuration is a system of nine points and nine lines in the Euclidean plane for which every combinatorially equivalent realization has at least one irrational number as one of its coordinates. It can be constructed from ...
(nine points and nine lines in the plane that cannot be realized with rational coordinates) by doubling three of the points, assigning signs to the resulting 12 points, and treating the resulting signed configuration as the Gale diagram of a polytope. Although irrational polytopes are known with dimension as low as four, none are known with fewer vertices. * The Kleinschmidt polytope, a 4-dimensional polytope with 8 vertices, 10 tetrahedral facets, and one octahedral facet, constructed by Peter Kleinschmidt. Although the octahedral facet has the same combinatorial structure as a regular octahedron, it is not possible for it to be regular. Two copies of this polytope can be glued together on their octahedral facets to produce a 10-vertex polytope in which some pairs of realizations cannot be continuously deformed into each other. * The bipyramid over a square pyramid is a 4-dimensional polytope with 7 vertices having the dual property, that the shape of one of its
vertex figure In geometry, a vertex figure, broadly speaking, is the figure exposed when a corner of a general -polytope is sliced off. Definitions Take some corner or Vertex (geometry), vertex of a polyhedron. Mark a point somewhere along each connected ed ...
s (the apex of its central pyramid) cannot be prescribed. Originally found by David W. Barnette, it was rediscovered by
Bernd Sturmfels Bernd Sturmfels (born March 28, 1962, in Kassel, West Germany) is a Professor of Mathematics and Computer Science at the University of California, Berkeley and is a director of the Max Planck Institute for Mathematics in the Sciences in Leipzig si ...
using Gale diagrams., Section 6.5(b) "Facets of 4-polytopes cannot be prescribed", pp. 173–175; , Proposition 5.1, p. 130; , Theorem 6.12, pp. 53–55 * The construction of small "unneighborly polytopes", that is, polytopes without a
universal vertex In graph theory, a universal vertex is a Vertex (graph theory), vertex of an undirected graph that is adjacent to all other vertices of the graph. It may also be called a dominating vertex, as it forms a one-element dominating set in the graph. A ...
, and "illuminated polytopes", in which every vertex is incident to a diagonal that passes through the interior of the polytope. The
cross polytope In geometry, a cross-polytope, hyperoctahedron, orthoplex, staurotope, or cocube is a regular, convex polytope that exists in ''n''- dimensional Euclidean space. A 2-dimensional cross-polytope is a square, a 3-dimensional cross-polytope is a reg ...
s have these properties, but in 16 or more dimensions there exist illuminated polytopes with fewer vertices, and in 6 or more dimensions the illuminated polytopes with the fewest vertices need not be simplicial. The construction involves Gale diagrams.


Notes


References

* * * * * {{citation , last = Ziegler , first = Günter M. , authorlink = Günter M. Ziegler , contribution = Chapter 6: Duality, Gale Diagrams, and Applications , doi = 10.1007/978-1-4613-8431-1_6 , isbn = 0-387-94365-X , mr = 1311028 , pages = 149–190 , publisher = Springer-Verlag , location = New York , series = Graduate Texts in Mathematics , title = Lectures on Polytopes , volume = 152 , year = 1995 Polyhedral combinatorics