Further Mathematics · Pearson Edexcel 9FM0 · Option FS1 · Topic 7

Probability generating functions

Probability generating functions, a compact way to store a distribution that makes means, variances and sums of variables quick to find.

  • 3 sub-topics
  • Taught in Year 13
  • 40 practice questions
  • 3 animated lessons

What the specification says

Every sub-topic Pearson Edexcel can examine in this topic, with its reference number from the official specification. The Y12 and Y13 tags show when each sub-topic is usually taught.

  1. 7.1Probability generating functionsY13
  2. 7.2Mean and variance from PGFsY13
  3. 7.3PGF of a sum of independent variablesY13

Try 3 questions

Easy, medium and hard questions from this topic, each with a worked solutions and the mark for every step. All 40 questions in this topic, free, no account needed.

Probability generating functions

Not needed for Year 12Easy

Probability generating functions · Year 13 · 1 mark

  1. XX has probability generating function G(t)G(t). Which expression gives E(X)\mathrm{E}(X)?
    (1)

Show worked solutionHide worked solution
  1. Differentiate once and put t=1t = 1.BB: G′(1)G'(1)

Total1

  • MMethod mark: for a correct method, even with a slip.
  • AAccuracy mark: for a correct answer from a correct method.
  • BIndependent mark: for a correct fact or result on its own, with no method needed.
How did it go?

Report a problem with this question

Probability generating functions

Not needed for Year 12Medium

Probability generating functions · Year 13 · 5 marks

The probability generating function of the discrete random variable XX is GX(t)=k(1+t)4G_X(t) = k(1 + t)^4.
  1. (a)
    Find the value of kk.
    (2)
  2. (b)
    Find P(X=1)\mathrm{P}(X = 1).
    (2)
  3. (c)
    Write down the distribution of XX, stating its parameters.
    (1)

Check your answer before you look at the solution

Show worked solutionHide worked solution

Part (a)2 marks

  1. The probabilities sum to 1.GX(1)=1G_X(1) = 1
  2. k=116k = \frac{1}{16}

Part (b)2 marks

  1. Expand with the binomial theorem.coefficient of t\text{coefficient of } t
  2. =14= \frac{1}{4}

Part (c)1 mark

  1. (q+pt)n(q + pt)^{n} is the PGF of B(n,p)B(n, p).X∼B(4,12)X \sim \mathrm{B}\left(4, \frac{1}{2}\right)

Total5

  • MMethod mark: for a correct method, even with a slip.
  • AAccuracy mark: for a correct answer from a correct method.
  • BIndependent mark: for a correct fact or result on its own, with no method needed.
How did it go?

Report a problem with this question

Probability generating functions

Not needed for Year 12Hard

Mean and variance from a PGF · Year 13 · 5 marks

The discrete random variable XX has probability generating function GX(t)G_X(t)=12t21−12t{}= \dfrac{\frac{1}{2}t^2}{1 - \frac{1}{2}t}.
  1. (a)
    Find E(X)\mathrm{E}(X).
    (2)
  2. (b)
    Find Var⁡(X)\operatorname{Var}(X).
    (3)
Show worked solutionHide worked solution

Part (a)2 marks

  1. GX′(t)G'_X(t)=t(4−t)(t−2)2{}= \frac{t \left(4 - t\right)}{\left(t - 2\right)^{2}}
  2. E(X)=GX′(1)=3\mathrm{E}(X) = G'_X(1) = 3

Part (b)3 marks

  1. Differentiate again.GX′′(1)=8G''_X(1) = 8
  2. Var⁡(X)\operatorname{Var}(X)=G′′(1)+G′(1)−[G′(1)]2{}= G''(1) + G'(1) - [G'(1)]^2=2{}= 2

Total5

  • MMethod mark: for a correct method, even with a slip.
  • AAccuracy mark: for a correct answer from a correct method.
  • BIndependent mark: for a correct fact or result on its own, with no method needed.
How did it go?

Report a problem with this question