OCR S4 2007 June — Question 6 15 marks

Exam BoardOCR
ModuleS4 (Statistics 4)
Year2007
SessionJune
Marks15
PaperDownload PDF ↗
Mark schemeDownload PDF ↗
TopicProbability Generating Functions
TypeDerive standard distribution PGF
DifficultyStandard +0.3 This is a structured question guiding students through standard PGF results for Bernoulli and binomial distributions, with routine differentiation to find mean and variance. Part (iv) adds a Poisson distribution but requires only straightforward convolution of two standard distributions. All techniques are textbook exercises with no novel insight required, making it slightly easier than average.
Spec5.02a Discrete probability distributions: general5.02d Binomial: mean np and variance np(1-p)

6 The discrete random variable \(X\) takes the values 0 and 1 with \(\mathrm { P } ( X = 0 ) = q\) and \(\mathrm { P } ( X = 1 ) = p\), where \(p + q = 1\).
  1. Write down the probability generating function of \(X\). The sum of \(n\) independent observations of \(X\) is denoted by \(S\).
  2. Write down the probability generating function of \(S\), and name the distribution of \(S\).
  3. Use the probability generating function of \(S\) to find \(\mathrm { E } ( S )\) and \(\operatorname { Var } ( S )\).
  4. The independent random variables \(Y\) and \(Z\) are such that \(Y\) has the distribution \(\mathrm { B } \left( 10 , \frac { 1 } { 2 } \right)\), and \(Z\) has probability generating function \(\mathrm { e } ^ { - ( 1 - t ) }\). Find the probability that the sum of one random observation of \(Y\) and one random observation of \(Z\) is equal to 2 .

Question 6 (Paper 4736):
Part (i):
AnswerMarks Guidance
AnswerMark Guidance
Choosing row \(C\) in column \(A\)M1 For choosing row \(C\) in column \(A\)
Choosing more than one entry from column \(C\)M1 dep For choosing more than one entry from column \(C\)
Correct entries chosenA1 For correct entries chosen
Order: \(A\ C\ E\ D\ B\ F\)B1 For correct order, listed or marked on arrows or table, or arcs listed \(AC\ CE\ ED\ CB\ DF\)
Minimum spanning tree diagram (B,D connected; A,C,E,F connected)B1 For tree (correct or follow through from table, provided solution forms a spanning tree)
Total weight: 23 milesB1 For 23 (or follow through from table or diagram, provided solution forms a spanning tree) [6]
Part (ii):
AnswerMarks Guidance
AnswerMark Guidance
MST for reduced network \(= 18\)M1 For their 18 seen or implied
Two shortest arcs from \(B = 5 + 6 = 11\)M1 For 11 seen or implied
Lower bound \(= 29\) milesA1 For 29 (cao) [3]
Part (iii):
AnswerMarks Guidance
AnswerMark Guidance
\(F-D-E-C-A-B-F\)M1 For \(F-D-E-C-A-B\)
Correct tourA1 For correct tour
\(8+3+4+3+6+14\)M1 For a substantially correct attempt at sum
\(= 38\) milesA1 For 38 (cao) [4]
# Question 6 (Paper 4736):

## Part (i):
| Answer | Mark | Guidance |
|--------|------|----------|
| Choosing row $C$ in column $A$ | M1 | For choosing row $C$ in column $A$ |
| Choosing more than one entry from column $C$ | M1 dep | For choosing more than one entry from column $C$ |
| Correct entries chosen | A1 | For correct entries chosen |
| Order: $A\ C\ E\ D\ B\ F$ | B1 | For correct order, listed or marked on arrows or table, or arcs listed $AC\ CE\ ED\ CB\ DF$ |
| Minimum spanning tree diagram (B,D connected; A,C,E,F connected) | B1 | For tree (correct or follow through from table, provided solution forms a spanning tree) |
| Total weight: 23 miles | B1 | For 23 (or follow through from table or diagram, provided solution forms a spanning tree) **[6]** |

## Part (ii):
| Answer | Mark | Guidance |
|--------|------|----------|
| MST for reduced network $= 18$ | M1 | For their 18 seen or implied |
| Two shortest arcs from $B = 5 + 6 = 11$ | M1 | For 11 seen or implied |
| Lower bound $= 29$ miles | A1 | For 29 (cao) **[3]** |

## Part (iii):
| Answer | Mark | Guidance |
|--------|------|----------|
| $F-D-E-C-A-B-F$ | M1 | For $F-D-E-C-A-B$ |
| Correct tour | A1 | For correct tour |
| $8+3+4+3+6+14$ | M1 | For a substantially correct attempt at sum |
| $= 38$ miles | A1 | For 38 (cao) **[4]** |

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6 The discrete random variable $X$ takes the values 0 and 1 with $\mathrm { P } ( X = 0 ) = q$ and $\mathrm { P } ( X = 1 ) = p$, where $p + q = 1$.\\
(i) Write down the probability generating function of $X$.

The sum of $n$ independent observations of $X$ is denoted by $S$.\\
(ii) Write down the probability generating function of $S$, and name the distribution of $S$.\\
(iii) Use the probability generating function of $S$ to find $\mathrm { E } ( S )$ and $\operatorname { Var } ( S )$.\\
(iv) The independent random variables $Y$ and $Z$ are such that $Y$ has the distribution $\mathrm { B } \left( 10 , \frac { 1 } { 2 } \right)$, and $Z$ has probability generating function $\mathrm { e } ^ { - ( 1 - t ) }$. Find the probability that the sum of one random observation of $Y$ and one random observation of $Z$ is equal to 2 .

\hfill \mbox{\textit{OCR S4 2007 Q6 [15]}}