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Voter model

Voter model 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 Voter model rather than just read about it. In short: In the mathematical theory of probability, the voter model is an interacting particle system introduced by Richard A. Holley and Thomas M.

Voter model — main illustration
Voter model — illustration

Key takeaways

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

Reference excerpt

In the mathematical theory of probability, the voter model is an interacting particle system introduced by Richard A. Holley and Thomas M. Liggett in 1975.

One can imagine that there is a "voter" at each point on a connected graph, where the connections indicate that there is some form of interaction between a pair of voters (nodes). The opinions of any given voter on some issue changes at random times under the influence of opinions of his neighbours. A voter's opinion at any given time can take one of two values, labelled 0 and 1. At random times, a random individual is selected and that voter's opinion is changed according to a stochastic rule. Specifically, one of the chosen voter's neighbors is chosen according to a given set of probabilities and that neighbor’s opinion is transferred to the chosen voter. An alternative interpretation is in terms of spatial conflict. Suppose two nations control the areas (sets of nodes) labelled 0 or 1. A flip from 0 to 1 at a given location indicates an invasion of that site by the other nation. Note that only one flip happens each time. Problems involving the voter model will often be recast in terms of the dual system of coalescing Markov chains. Frequently, these problems will then be reduced to others involving independent Markov chains.

Definition A voter model is a (continuous time) Markov process η t {\displaystyle \eta _{t}} with state space S = { 0 , 1 } Z d {\displaystyle S=\{0,1\}^{Z^{d}}} and transition rates function c ( x , η ) {\displaystyle c(x,\eta )} , where Z d {\displaystyle Z^{d}} is a d-dimensional integer lattice, and c ( {\displaystyle c(} •,• ) {\displaystyle )} is assumed to be nonnegative, uniformly bounded and continuous as a function of η {\displaystyle \eta } in the product topology on S {\displaystyle S} . Each component η ∈ S {\displaystyle \eta \in S} is called a configuration. To make it clear that η ( x ) {\displaystyle \eta (x)} stands for the value of a site x in configuration η ( . ) {\displaystyle \eta (.)} ; while η t ( x ) {\displaystyle \eta _{t}(x)} means the value of a site x in configuration η ( . ) {\displaystyle \eta (.)} at time t {\displaystyle t} . The dynamic of the process are specified by the collection of transition rates. For voter models, the rate at which there is a flip at x {\displaystyle \scriptstyle x} from 0 to 1 or vice versa is given by a function c ( x , η ) {\displaystyle c(x,\eta )} of site x {\displaystyle x} . It has the following properties:

c ( x , η ) = 0 {\displaystyle c(x,\eta )=0} for every x ∈ Z d {\displaystyle x\in Z^{d}} if η ≡ 0 {\displaystyle \eta \equiv 0} or if η ≡ 1 {\displaystyle \eta \equiv 1}

c ( x , η ) = c ( x , ζ ) {\displaystyle c(x,\eta )=c(x,\zeta )} for every x ∈ Z d {\displaystyle x\in Z^{d}} if η ( y ) + ζ ( y ) = 1 {\displaystyle \eta (y)+\zeta (y)=1} for all y ∈ Z d {\displaystyle y\in Z^{d}}

c ( x , η ) ≤ c ( x , ζ ) {\displaystyle c(x,\eta )\leq c(x,\zeta )} if η ≤ ζ {\displaystyle \eta \leq \zeta } and η ( x ) = ζ ( x ) = 0 {\displaystyle \eta (x)=\zeta (x)=0}

c ( x , η ) {\displaystyle c(x,\eta )} is invariant under shifts in Z d {\displaystyle \scriptstyle Z^{d}}

… excerpt ends here. Continue reading the full article.

Illustrations

Voter model: voter model coexists on the graph with two clusters
voter model coexists on the graph with two clusters

Worked examples

Example 1 — a first encounter with Voter model

Start with the simplest possible case. Write down what Voter model 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 Voter model 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 Voter model 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 Voter model

In research
Voter model 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 Voter model 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
Voter model is common in secondary-school and first-year university syllabi. It links to neighbouring topics Lattice models, Stochastic models, so understanding it makes those chapters shorter.
In everyday life
Look for Voter model 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 Voter model in 20 minutes

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

Frequently asked questions

What is Voter model in simple terms?

In the mathematical theory of probability, the voter model is an interacting particle system introduced by Richard A. Holley and Thomas M.

Why does Voter model 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 Voter model?

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 Voter model.

Tags

  • Lattice models
  • Stochastic models

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