OCR S4 2014 June — Question 3 9 marks

Exam BoardOCR
ModuleS4 (Statistics 4)
Year2014
SessionJune
Marks9
PaperDownload PDF ↗
Mark schemeDownload PDF ↗
TopicProbability Generating Functions
TypeDetermine constant in PGF
DifficultyChallenging +1.2 This is a Further Maths S4 question on PGFs requiring multiple standard techniques: using the PGF property that G(1)=1 to find a relationship, differentiation for expectation, series expansion, and distribution recognition. While it involves several parts and Further Maths content (inherently harder), each step follows routine procedures without requiring novel insight—the geometric series expansion and geometric distribution recognition are standard for this topic.
Spec5.02a Discrete probability distributions: general5.02b Expectation and variance: discrete random variables

3 The discrete random variable \(X\) has probability generating function \(\frac { t } { a - b t }\), where \(a\) and \(b\) are constants.
  1. Find a relationship between \(a\) and \(b\).
  2. Use the probability generating function to find \(\mathrm { E } ( X )\) in terms of \(a\), giving your answer as simply as possible.
  3. Expand the probability generating function as a power series, as far as the term in \(t ^ { 3 }\), giving the coefficients in terms of \(a\) and \(b\).
  4. Name the distribution for which \(\frac { t } { a - b t }\) is the probability generating function, and state its parameter(s) in terms of \(a\).

Question 3:
Part (i)
AnswerMarks Guidance
AnswerMarks Guidance
\(a - b = 1\) oe, isw this partB1 Allow \(\frac{1}{a-b} = 1\). Use \(G_X(1) = 1\)
Part (ii)
AnswerMarks Guidance
AnswerMarks Guidance
\(\dfrac{(a - bt + bt)}{(a-bt)^2}\)M1 Use quotient or product rule. NOT with \(\frac{t}{a-at}\)
Use \(G'_X(1) = 1\)M1
\(a\)A1
Part (iii)
AnswerMarks Guidance
AnswerMarks Guidance
Binomial expansionM1 Ignore errors in setting up \((1+\ldots)^{-1}\) for M1. Or \(t(1-b+b^2)+t^2(b-2b^2)+b^2t^3\)
\(\dfrac{t}{a} + \dfrac{bt^2}{a^2} + \dfrac{b^2t^3}{a^3}\)A2 A1 for 2 terms correct
Part (iv)
AnswerMarks Guidance
AnswerMarks Guidance
\(\text{Geo}\!\left(\tfrac{1}{a}\right)\)B1, B1ft \(\frac{1}{a}\) ft B1
# Question 3:

## Part (i)

| Answer | Marks | Guidance |
|--------|-------|----------|
| $a - b = 1$ oe, isw this part | B1 | Allow $\frac{1}{a-b} = 1$. Use $G_X(1) = 1$ |

## Part (ii)

| Answer | Marks | Guidance |
|--------|-------|----------|
| $\dfrac{(a - bt + bt)}{(a-bt)^2}$ | M1 | Use quotient or product rule. NOT with $\frac{t}{a-at}$ |
| Use $G'_X(1) = 1$ | M1 | |
| $a$ | A1 | |

## Part (iii)

| Answer | Marks | Guidance |
|--------|-------|----------|
| Binomial expansion | M1 | Ignore errors in setting up $(1+\ldots)^{-1}$ for M1. Or $t(1-b+b^2)+t^2(b-2b^2)+b^2t^3$ |
| $\dfrac{t}{a} + \dfrac{bt^2}{a^2} + \dfrac{b^2t^3}{a^3}$ | A2 | A1 for 2 terms correct |

## Part (iv)

| Answer | Marks | Guidance |
|--------|-------|----------|
| $\text{Geo}\!\left(\tfrac{1}{a}\right)$ | B1, B1ft | $\frac{1}{a}$ ft B1 |

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3 The discrete random variable $X$ has probability generating function $\frac { t } { a - b t }$, where $a$ and $b$ are constants.\\
(i) Find a relationship between $a$ and $b$.\\
(ii) Use the probability generating function to find $\mathrm { E } ( X )$ in terms of $a$, giving your answer as simply as possible.\\
(iii) Expand the probability generating function as a power series, as far as the term in $t ^ { 3 }$, giving the coefficients in terms of $a$ and $b$.\\
(iv) Name the distribution for which $\frac { t } { a - b t }$ is the probability generating function, and state its parameter(s) in terms of $a$.

\hfill \mbox{\textit{OCR S4 2014 Q3 [9]}}