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Vertex separator

Vertex separator 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 Vertex separator rather than just read about it. In short: In graph theory, a vertex subset ⁠ S ⊂ V {\displaystyle S\subset V} ⁠ is a vertex separator (or vertex cut, separating set) for nonadjacent vertices a and b if the removal of S from the graph separates a and b into distinct connected components. Examples Consider a grid graph with r rows and c columns; the total number n of vertices is r × c.

Vertex separator — main illustration
Vertex separator — illustration

Key takeaways

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

Reference excerpt

In graph theory, a vertex subset ⁠ S ⊂ V {\displaystyle S\subset V} ⁠ is a vertex separator (or vertex cut, separating set) for nonadjacent vertices a and b if the removal of S from the graph separates a and b into distinct connected components.

Examples

Consider a grid graph with r rows and c columns; the total number n of vertices is r × c. For instance, in the illustration, r = 5, c = 8, and n = 40. If r is odd, there is a single central row, and otherwise there are two rows equally close to the center; similarly, if c is odd, there is a single central column, and otherwise there are two columns equally close to the center. Choosing S to be any of these central rows or columns, and removing S from the graph, partitions the graph into two smaller connected subgraphs A and B, each of which has at most n⁄2 vertices. If r ≤ c (as in the illustration), then choosing a central column will give a separator S with r ≤ n {\displaystyle r\leq {\sqrt {n}}} vertices, and similarly if c ≤ r then choosing a central row will give a separator with at most n {\displaystyle {\sqrt {n}}} vertices. Thus, every grid graph has a separator S of size at most n , {\displaystyle {\sqrt {n}},} the removal of which partitions it into two connected components, each of size at most n⁄2.

To give another class of examples, every free tree T has a separator S consisting of a single vertex, the removal of which partitions T into two or more connected components, each of size at most n⁄2. More precisely, there is always exactly one or exactly two vertices, which amount to such a separator, depending on whether the tree is centered or bicentered. As opposed to these examples, not all vertex separators are balanced, but that property is most useful for applications in computer science, such as the planar separator theorem.

Minimal separators Let S be an (a,b)-separator, that is, a vertex subset that separates two nonadjacent vertices a and b. Then S is a minimal (a,b)-separator if no proper subset of S separates a and b. More generally, S is called a minimal separator if it is a minimal separator for some pair (a,b) of nonadjacent vertices. Notice that this is different from minimal separating set which says that no proper subset of S is a minimal (u,v)-separator for any pair of vertices (u,v). The following is a well-known result characterizing the minimal separators: Lemma. A vertex separator S in G is minimal if and only if the graph G – S, obtained by removing S from G, has two connected components C1 and C2 such that each vertex in S is both adjacent to some vertex in C1 and to some vertex in C2. The minimal (a,b)-separators also form an algebraic structure: For two fixed vertices a and b of a given graph G, an (a,b)-separator S can be regarded as a predecessor of another (a,b)-separator T, if every path from a to b meets S before it meets T. More rigorously, the predecessor relation is defined as follows: Let S and T be two (a,b)-separators in G. Then S is a predecessor of T, in symbols S ⊑ a , b G T {\displaystyle S\sqsubseteq _{a,b}^{G}T} , if for each x ∈ S \ T, every path connecting x to b meets T. It follows from the definition that the predecessor relation yields a preorder on the set of all (a,b)-separators. Furthermore, Escalante (1972) proved that the predecessor relation gives rise to a complete lattice when restricted to the set of minimal (a,b)-separators in G.

See also Chordal graph, a graph in which every minimal separator is a clique. k-vertex-connected graph

Notes

References Escalante, F. (1972). "Schnittverbände in Graphen". Abhandlungen aus dem Mathematischen Seminar der Universität Hamburg. 38: 199–220. doi:10.1007/BF02996932. George, J. Alan (1973), "Nested dissection of a regular finite element mesh", SIAM Journal on Numerical Analysis, 10 (2): 345–363, Bibcode:1973SJNA...10..345G, doi:10.1137/0710032, JSTOR 2156361. Golumbic, Martin Charles (1980), Algorithmic Graph Theory and Perfect Graphs, Academic Press, ISBN 0-12-289260-7. Jordan, Camille (1869). "Sur les assemblages de lignes". Journal für die reine und angewandte Mathematik (in French). 70 (2): 185–190. Rosenberg, Arnold; Heath, Lenwood (2002). Graph Separators, with Applications. Frontiers of Computer Science. Springer. doi:10.1007/b115747. ISBN 0-306-46464-0.

Illustrations

Vertex separator: On the left a centered tree, on the right a bicentered one. The numbers show each node's eccentricity.
On the left a centered tree, on the right a bicentered one. The numbers show each node's eccentricity.

Worked examples

Example 1 — a first encounter with Vertex separator

Start with the simplest possible case. Write down what Vertex separator 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 Vertex separator 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 Vertex separator 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 Vertex separator

In research
Vertex separator 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 Vertex separator 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
Vertex separator is common in secondary-school and first-year university syllabi. It links to neighbouring topics Graph connectivity, so understanding it makes those chapters shorter.
In everyday life
Look for Vertex separator 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 Vertex separator in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Vertex separator 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 Vertex separator out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Vertex separator in simple terms?

In graph theory, a vertex subset ⁠ S ⊂ V {\displaystyle S\subset V} ⁠ is a vertex separator (or vertex cut, separating set) for nonadjacent vertices a and b if the removal of S from the graph separates a and b into distinct connected components. Examples Consider a grid graph with r rows and c colu…

Why does Vertex separator 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 Vertex separator?

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 Vertex separator.

Tags

  • Graph connectivity

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