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Graph realization problem

Graph realization problem is a computer 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 Graph realization problem rather than just read about it. In short: The graph realization problem is a decision problem in graph theory. Given a finite sequence ( d 1 , … , d n ) {\displaystyle (d_{1},\dots ,d_{n})} of natural numbers, the problem asks whether there is a labeled simple graph such that ( d 1 , … , d n ) {\displaystyle (d_{1},\dots ,d_{n})} is the degree sequence of this graph.

Graph realization problem — main illustration
Graph realization problem — illustration

Key takeaways

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

Reference excerpt

The graph realization problem is a decision problem in graph theory. Given a finite sequence ( d 1 , … , d n ) {\displaystyle (d_{1},\dots ,d_{n})} of natural numbers, the problem asks whether there is a labeled simple graph such that ( d 1 , … , d n ) {\displaystyle (d_{1},\dots ,d_{n})} is the degree sequence of this graph. In the context of localization, the graph realization problem may also refer to finding a set of positions ( x 1 , … , x n ) {\displaystyle (x_{1},\dots ,x_{n})} in some Euclidean space such that the squared distances between the positions, given by d i j 2 {\displaystyle d_{ij}^{2}} , match the edge weights w i j {\displaystyle w_{ij}} for all edges in an incomplete, undirected, weighted graph.

Solutions The problem can be solved in polynomial time. One method of showing this uses the Havel–Hakimi algorithm constructing a special solution with the use of a recursive algorithm. Alternatively, following the characterization given by the Erdős–Gallai theorem, the problem can be solved by testing the validity of n {\displaystyle n} inequalities.

Other notations The problem can also be stated in terms of symmetric matrices of zeros and ones. The connection can be seen if one realizes that each graph has an adjacency matrix where the column sums and row sums correspond to ( d 1 , … , d n ) {\displaystyle (d_{1},\ldots ,d_{n})} . The problem is then sometimes denoted by symmetric 0-1-matrices for given row sums.

Related problems Similar problems describe the degree sequences of simple bipartite graphs or the degree sequences of simple directed graphs. The first problem is the so-called bipartite realization problem. The second is known as the digraph realization problem. The problem of constructing a solution for the graph realization problem with the additional constraint that each such solution comes with the same probability was shown to have a polynomial-time approximation scheme for the degree sequences of regular graphs by Cooper, Martin, and Greenhill. The general problem is still unsolved.

References

Illustrations

Graph realization problem: Two non-isomorphic graphs realized from the degree sequence (3, 2, 2, 2, 2, 1, 1, 1).
Two non-isomorphic graphs realized from the degree sequence (3, 2, 2, 2, 2, 1, 1, 1).

Worked examples

Example 1 — a first encounter with Graph realization problem

Start with the simplest possible case. Write down what Graph realization problem claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In computer 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 Graph realization problem 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 Graph realization problem 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 Graph realization problem

In research
Graph realization problem appears in computer 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 Graph realization problem 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
Graph realization problem is common in secondary-school and first-year university syllabi. It links to neighbouring topics Computational problems in graph theory, so understanding it makes those chapters shorter.
In everyday life
Look for Graph realization problem 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 Graph realization problem in 20 minutes

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

Frequently asked questions

What is Graph realization problem in simple terms?

The graph realization problem is a decision problem in graph theory. Given a finite sequence ( d 1 , … , d n ) {\displaystyle (d_{1},\dots ,d_{n})} of natural numbers, the problem asks whether there is a labeled simple graph such that ( d 1 , … , d n ) {\displaystyle (d_{1},\dots ,d_{n})} is the de…

Why does Graph realization problem matter?

Because it connects several computer 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 Graph realization problem?

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 Graph realization problem.

Tags

  • Computational problems in graph theory

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