ArticleslgStudy

science

Threshold graph

Threshold graph 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 Threshold graph rather than just read about it. In short: In graph theory, a threshold graph is a graph that can be constructed from a one-vertex graph by repeated applications of the following two operations: Addition of a single isolated vertex to the graph. Addition of a single dominating vertex to the graph, i.e. a single vertex that is connected to all other vertices.

Threshold graph — main illustration
Threshold graph — illustration

Key takeaways

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

Reference excerpt

In graph theory, a threshold graph is a graph that can be constructed from a one-vertex graph by repeated applications of the following two operations:

Addition of a single isolated vertex to the graph. Addition of a single dominating vertex to the graph, i.e. a single vertex that is connected to all other vertices. For example, the graph of the figure is a threshold graph. It can be constructed by beginning with a single-vertex graph (vertex 1), and then adding black vertices as isolated vertices and red vertices as dominating vertices, in the order in which they are numbered. Threshold graphs were first introduced by Chvátal & Hammer (1977). A chapter on threshold graphs appears in Golumbic (1980), and the book Mahadev & Peled (1995) is devoted to them.

Alternative definitions An equivalent definition is the following: a graph is a threshold graph if there are a real number S {\displaystyle S} and for each vertex v {\displaystyle v} a real vertex weight w ( v ) {\displaystyle w(v)} such that for any two vertices v , u {\displaystyle v,u} , u v {\displaystyle uv} is an edge if and only if w ( u ) + w ( v ) > S {\displaystyle w(u)+w(v)>S} . Another equivalent definition is this: a graph is a threshold graph if there are a real number T {\displaystyle T} and for each vertex v {\displaystyle v} a real vertex weight a ( v ) {\displaystyle a(v)} such that for any vertex set X ⊆ V {\displaystyle X\subseteq V} , X {\displaystyle X} is independent if and only if ∑ v ∈ X a ( v ) ≤ T . {\displaystyle \sum _{v\in X}a(v)\leq T.}

The name "threshold graph" comes from these definitions: S is the "threshold" for the property of being an edge, or equivalently T is the threshold for being independent. Threshold graphs also have a forbidden graph characterization: A graph is a threshold graph if and only if it no four of its vertices form an induced subgraph that is a three-edge path graph, a four-edge cycle graph, or a two-edge matching.

Decomposition From the definition which uses repeated addition of vertices, one can derive an alternative way of uniquely describing a threshold graph, by means of a string of symbols. ϵ {\displaystyle \epsilon } is always the first character of the string, and represents the first vertex of the graph. Every subsequent character is either u {\displaystyle u} , which denotes the addition of an isolated vertex (or union vertex), or j {\displaystyle j} , which denotes the addition of a dominating vertex (or join vertex). For example, the string ϵ u u j {\displaystyle \epsilon uuj} represents a star graph with three leaves, while ϵ u j {\displaystyle \epsilon uj} represents a path on three vertices. The graph of the figure can be represented as ϵ u u u j u u j {\displaystyle \epsilon uuujuuj}

Related classes of graphs and recognition Threshold graphs are a special case of cographs, split graphs, and trivially perfect graphs. A graph is a threshold graph if and only if it is both a cograph and a split graph. Every graph that is both a trivially perfect graph and the complementary graph of a trivially perfect graph is a threshold graph. Threshold graphs are also a special case of interval graphs. All these relations can be explained in terms of their characterisation by forbidden induced subgraphs. A cograph is a graph with no induced path on four vertices, P4, and a threshold graph is a graph with no induced P4, C4 nor 2K2. C4 is a cycle of four vertices and 2K2 is its complement, that is, two disjoint edges. This also explains why threshold graphs are closed under taking complements; the P4 is self-complementary, hence if a graph is P4-, C4- and 2K2-free, its complement is as well. Heggernes & Kratsch (2007) showed that threshold graphs can be recognized in linear time; if a graph is not threshold, an obstruction (one of P4, C4, or 2K2) will be output.

See also Indifference graph Series–parallel graph Threshold hypergraphs

References

Chvátal, Václav; Hammer, Peter L. (1977), "Aggregation of inequalities in integer programming", in Hammer, P. L.; Johnson, E. L.; Korte, B. H.; et al. (eds.), Studies in Integer Programming (Proc. Worksh. Bonn 1975), Annals of Discrete Mathematics, vol. 1, Amsterdam: North-Holland, pp. 145–162. Golumbic, Martin Charles (1980), Algorithmic Graph Theory and Perfect Graphs, New York: Academic Press. 2nd edition, Annals of Discrete Mathematics, 57, Elsevier, 2004. Heggernes, Pinar; Kratsch, Dieter (2007), "Linear-time certifying recognition algorithms and forbidden induced subgraphs" (PDF), Nordic Journal of Computing, 14 (1–2): 87–108 (2008), MR 2460558, archived from the original (PDF) on April 24, 2008. Mahadev, N. V. R.; Peled, Uri N. (1995), Threshold Graphs and Related Topics, Elsevier.

External links Threshold graphs, Information System on Graph Classes and their Inclusions.

Illustrations

Threshold graph: An example of a threshold graph.
An example of a threshold graph.

Worked examples

Example 1 — a first encounter with Threshold graph

Start with the simplest possible case. Write down what Threshold graph 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 Threshold graph 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 Threshold graph 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 Threshold graph

In research
Threshold graph 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 Threshold graph 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
Threshold graph is common in secondary-school and first-year university syllabi. It links to neighbouring topics Graph families, Perfect graphs, so understanding it makes those chapters shorter.
In everyday life
Look for Threshold graph 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.

Affiliate

Preply — study more efficiently by working with a personal tutor. 50% off.

How to study Threshold graph in 20 minutes

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

Frequently asked questions

What is Threshold graph in simple terms?

In graph theory, a threshold graph is a graph that can be constructed from a one-vertex graph by repeated applications of the following two operations: Addition of a single isolated vertex to the graph. Addition of a single dominating vertex to the graph, i.e. a single vertex that is connected to a…

Why does Threshold graph 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 Threshold graph?

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 Threshold graph.

Tags

  • Graph families
  • Perfect graphs

Keep exploring