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Permutohedron

Permutohedron is a science topic covered in the lgStudy science library. This page brings together a partial reference excerpt, illustrations, worked examples, real-world applications and a short study plan, so you can understand Permutohedron rather than just read about it. In short: In mathematics, the permutohedron (also spelled permutahedron) of order n is an (n − 1)-dimensional polytope embedded in an n-dimensional space. Its vertex coordinates (labels) are the permutations of the first n natural numbers.

Permutohedron — main illustration
Permutohedron — illustration

Key takeaways

  • Permutohedron belongs to science; place it in that map before memorising details.
  • Learn the definition first, then one example that makes the definition concrete.
  • Connect Permutohedron to a quantity you can measure, compute or draw — that is where exam questions come from.
  • Reproduce the core statement of Permutohedron from memory before moving on to harder problems.

Reference excerpt

In mathematics, the permutohedron (also spelled permutahedron) of order n is an (n − 1)-dimensional polytope embedded in an n-dimensional space. Its vertex coordinates (labels) are the permutations of the first n natural numbers. Two permutations connected by an edge differ in only two places (one transposition), and the numbers on these places are neighbors (differ in value by 1). The image on the right shows the permutohedron of order 4, which is the truncated octahedron. Its vertices are the 24 permutations of (1, 2, 3, 4). Parallel edges have the same edge color. The 6 edge colors correspond to the 6 possible transpositions of 4 elements, i.e. they indicate in which two places the connected permutations differ. (E.g. red edges connect permutations that differ in the last two places.)

History According to Günter M. Ziegler (1995), permutohedra were first studied by Pieter Hendrik Schoute (1911). The name permutoèdre was coined by Georges Th. Guilbaud and Pierre Rosenstiehl (1963). They describe the word as barbaric, but easy to remember, and submit it to the criticism of their readers. The alternative spelling permutahedron is sometimes also used. Permutohedra are sometimes called permutation polytopes, but this terminology is also used for the related Birkhoff polytope, defined as the convex hull of permutation matrices. More generally, V. Joseph Bowman (1972) uses that term for any polytope whose vertices have a bijection with the permutations of some set.

Vertices, edges, and facets

The permutohedron of order n has n! vertices, each of which is adjacent to n − 1 others. The number of edges is ⁠(n − 1) n!/2⁠, and their length is √2. Two vertices that are connected by an edge differ by a swap of two coordinates whose values differ by 1. The pair of swapped places corresponds to the direction of the edge. (In the example image the vertices (3, 2, 1, 4) and (2, 3, 1, 4) are connected by a blue edge and differ by swapping 2 and 3 on the first two places. The values 2 and 3 differ by 1. All blue edges correspond to swaps of coordinates on the first two places.) The number of facets is 2n − 2, because they correspond to non-empty proper subsets S of {1 ... n}. The vertices of a facet corresponding to subset S have in common, that their coordinates on places in S are smaller than the rest.

More generally, the faces of dimensions 0 (vertices) to n − 1 (the permutohedron itself) correspond to the strict weak orderings of the set {1 ... n}. So the number of all faces is the n-th ordered Bell number. A face of dimension d corresponds to an ordering with k = n − d equivalence classes.

The number of faces of dimension d = n − k in the permutohedron of order n is given by the triangle T (sequence A019538 in the OEIS):

T ( n , k ) = k ! ⋅ { n k } {\displaystyle T(n,k)=k!\cdot \left\{{n \atop k}\right\}} with { n k } {\displaystyle \textstyle \left\{{n \atop k}\right\}} representing the Stirling numbers of the second kind. It is shown on the right together with its row sums, the ordered Bell numbers.

Other properties

The permutohedron is vertex-transitive: the symmetric group Sn acts on the permutohedron by permutation of coordinates. The permutohedron is a zonotope; a translated copy of the permutohedron can be generated as the Minkowski sum of the n(n − 1)/2 line segments that connect the pairs of the standard basis vectors. The vertex-edge graph of the permutohedron is the Bruhat graph, which is a Cayley graph of the symmetric group generated by the transpositions that swap consecutive elements. The vertices of the Cayley graph are the inverse permutations of those in the permutohedron. The image on the right shows the Cayley graph of S4. Its edge colors represent the 3 generating transpositions: (1, 2), (2, 3), (3, 4). This Cayley graph is Hamiltonian; a Hamiltonian cycle may be found by the Steinhaus–Johnson–Trotter algorithm.

Tessellation of the space

The permutohedron of order n lies entirely in the (n − 1)-dimensional hyperplane consisting of all points whose coordinates sum to the number:

1 + 2 + … + n = n ( n + 1 ) 2 {\displaystyle 1+2+\ldots +n={\frac {n(n+1)}{2}}}

Moreover, this hyperplane can be tiled by infinitely many translated copies of the permutohedron. Each of them differs from the basic permutohedron by an element of a certain (n − 1)-dimensional lattice, which consists of the n-tuples of integers that sum to zero and whose residues (modulo n) are all equal:

… excerpt ends here. Continue reading the full article.

Illustrations

Permutohedron: The permutohedron of order 4
The permutohedron of order 4
Permutohedron illustration
Permutohedron illustration
Permutohedron illustration
Permutohedron illustration

Worked examples

Example 1 — a first encounter with Permutohedron

Start with the simplest possible case. Write down what Permutohedron claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In science, the smallest case is usually a single object, a single equation or a single measurement. Check that every symbol or term in your sentence has a meaning in that case.

Example 2 — changing one variable

Take the situation from Example 1 and change exactly one quantity: double it, halve it, or set it to zero. Predict what should happen to Permutohedron before you calculate. Comparing your prediction with the result is the fastest way to find out whether you understand the idea or only the words.

Example 3 — an exam-style question

Typical questions about Permutohedron ask you to (a) state it precisely, (b) apply it to given data, and (c) explain a limitation. Practise writing all three answers in under five minutes; the third part is what separates a full-mark answer from an average one.

Applications of Permutohedron

In research
Permutohedron appears in science research whenever the underlying quantities have to be modelled precisely. Papers usually cite it as a starting assumption and then explore where it breaks down.
In technology and industry
Engineering practice reuses Permutohedron in design rules, simulations and safety margins. Knowing the idea lets you read a specification sheet and understand why the numbers look the way they do.
In the classroom
Permutohedron is common in secondary-school and first-year university syllabi. It links to neighbouring topics Permutations, Polytopes, so understanding it makes those chapters shorter.
In everyday life
Look for Permutohedron outside the textbook — in sport, cooking, traffic, electronics or the sky above you. An example you found yourself is remembered far longer than one you were given.
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How to study Permutohedron in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Permutohedron means in your own words.
  3. Compare your version with the excerpt and mark what you missed.
  4. Work through the three examples above with pen and paper.
  5. Explain Permutohedron out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Permutohedron in simple terms?

In mathematics, the permutohedron (also spelled permutahedron) of order n is an (n − 1)-dimensional polytope embedded in an n-dimensional space. Its vertex coordinates (labels) are the permutations of the first n natural numbers.

Why does Permutohedron matter?

Because it connects several science ideas at once: it gives you a definition you can apply, a quantity you can calculate, and a way to check whether a result is plausible.

How should I study Permutohedron?

Read the excerpt, restate it from memory, then work through the examples and applications listed on this page. The five-step study plan above takes about twenty minutes.

What does this page cover?

It gives you a compact reference excerpt plus original lgStudy explanations, examples, applications and study material on Permutohedron.

Tags

  • Permutations
  • Polytopes

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