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c059741
NotesMath AI HLTopic 4.19Transition matrices
Back to Math AI HL Topics
4.19.11 min read

Transition matrices (Math AI HL)

IB Mathematics: Applications and Interpretation • Unit 4

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Contents

  • Reading and building a transition matrix
  • Stepping forward: sₙ = Tⁿ s₀
A grid of 'where things go next': Picture a town with two cafés, A and B. Each week some loyal customers stay and some switch.

A transition matrix T is a grid of probabilities: the entry in row i, column j is the chance of moving from state j into state i in one step.

Because everyone who starts in a column must end up somewhere, each column adds up to 1.
How to read the words into the grid: Phrases like '70% of A's customers return next week' fill the A → A slot. '30% of A's customers switch to B' fills the A → B slot.

Think: the column is where you start, the row is where you end.

IB-style question — form the transition matrix

Each week, 80% of café A's customers return to A and 20% switch to B. Of café B's customers, 30% switch to A and 70% stay at B.

Write down the transition matrix T (order A then B).

Step by step

  1. Column A = where A's customers go: 0.8 stay (top), 0.2 leave (bottom). Column B = where B's customers go: 0.3 to A (top), 0.7 stay (bottom).
  2. Check each column sums to 1.

Final answer

T = [[0.8, 0.3], [0.2, 0.7]], with both columns summing to 1.

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Multiply to move one week ahead: Store the current populations in a state vector s₀ (a column). Multiply by T to get next week's vector:

s₁ = T s₀.

Do it again for s₂ = T s₁ = T² s₀. In general, n steps ahead is sₙ = Tⁿ s₀ — let the GDC raise T to the power n and multiply.
State vector after n steps: raise T to the power n, then multiply by the start vector.

IB-style question — population after 2 weeks

Using T = [[0.8, 0.3], [0.2, 0.7]], start with 500 customers at A and 500 at B.

Find how many are at each café after 2 weeks.

Step by step

  1. Write the start vector (A on top).
  2. Square T on the GDC.
  3. Multiply T² by s₀.

Final answer

After 2 weeks about 575 customers at A and 425 at B — café A is steadily gaining.

On the GDC: Store the matrix once, then compute Tn and the product Tn × s₀ directly. Round populations to whole numbers and say what they mean (e.g. 'about 575 customers visit café A').

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A region has 'urban' and 'rural' residents. Each year 5% of urban residents move rural and 10% of rural residents move urban; the rest stay. Write down the transition matrix T (order urban, rural). [2 marks]

Related Math AI HL Topics

Continue learning with these related topics from the same unit:

4.1.1Population and Samples
4.1.2Data Classification
4.1.3Sampling Techniques
4.1.4Data Reliability and Outliers
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