OCR S3 2009 June — Question 6 13 marks

Exam BoardOCR
ModuleS3 (Statistics 3)
Year2009
SessionJune
Marks13
PaperDownload PDF ↗
Mark schemeDownload PDF ↗
TopicCumulative distribution functions
TypeVerify CDF properties
DifficultyChallenging +1.2 This is a multi-part S3 question requiring verification of CDF properties (routine), solving sin^4(t) = 0.25 for the quartile (straightforward), finding a transformed distribution (standard technique but requires careful working with the transformation Y = sin T), and computing an expectation using the derived pdf. While it involves several steps and the transformation requires some care, these are all standard S3 techniques without requiring novel insight or particularly complex reasoning.
Spec5.03a Continuous random variables: pdf and cdf5.03b Solve problems: using pdf5.03f Relate pdf-cdf: medians and percentiles5.03g Cdf of transformed variables

6 The function \(\mathrm { F } ( t )\) is defined as follows. $$\mathrm { F } ( t ) = \begin{cases} 0 & t < 0 \\ \sin ^ { 4 } t & 0 \leqslant t \leqslant \frac { 1 } { 2 } \pi \\ 1 & t > \frac { 1 } { 2 } \pi \end{cases}$$
  1. Verify that F is a (cumulative) distribution function. The continuous random variable \(T\) has (cumulative) distribution function \(\mathrm { F } ( t )\).
  2. Find the lower quartile of \(T\).
  3. Find the (cumulative) distribution function of \(Y\), where \(Y = \sin T\), and obtain the probability density function of \(Y\).
  4. Find the expected value of \(\frac { 1 } { Y ^ { 3 } + 2 Y ^ { 4 } }\).

Question 6:
Part (i):
AnswerMarks Guidance
AnswerMark Guidance
\(F(0)=0\), \(F(\pi/2)=1\)B1 Consider both end-points
IncreasingB1 2 Consider F between end-points, can be asserted
Part (ii):
AnswerMarks Guidance
AnswerMark Guidance
\(\sin^4(Q_1) = \frac{1}{4}\)M1
\(\sin(Q_1) = 1/\sqrt{2}\)A1 Can be implied. Allow decimal approximations
\(Q_1 = \pi/4\)A1 3 Or 0.785(4)
Part (iii):
AnswerMarks Guidance
AnswerMark Guidance
\(G(y) = P(Y \leq y) = P(T \leq \sin^{-1}y) = F(\sin^{-1}y) = y^4\)M1, A1, A1 Ignore other ranges
\(g(y) = \begin{cases} 4y^3 & 0 \leq y \leq 1 \\ 0 & \text{otherwise} \end{cases}\)M1 Differentiate \(G(y)\)
A1 5Function and range stated, allow if range given in G
Part (iv):
AnswerMarks Guidance
AnswerMark Guidance
\(\int_0^1 \frac{4}{1+2y}\,dy = \big[2\ln(1+2y)\big]_0^1\)M1, A1 Attempt \(\int\frac{g(y)}{y^3+2y^4}dy\); \(\int_0^1\frac{4}{1+2y}dy\)
\(= 2\ln 3\)A1 3 Or 2.2, 2.197 or better
## Question 6:

### Part (i):
| Answer | Mark | Guidance |
|--------|------|----------|
| $F(0)=0$, $F(\pi/2)=1$ | B1 | Consider both end-points |
| Increasing | B1 **2** | Consider F between end-points, can be asserted |

### Part (ii):
| Answer | Mark | Guidance |
|--------|------|----------|
| $\sin^4(Q_1) = \frac{1}{4}$ | M1 | |
| $\sin(Q_1) = 1/\sqrt{2}$ | A1 | Can be implied. Allow decimal approximations |
| $Q_1 = \pi/4$ | A1 **3** | Or 0.785(4) |

### Part (iii):
| Answer | Mark | Guidance |
|--------|------|----------|
| $G(y) = P(Y \leq y) = P(T \leq \sin^{-1}y) = F(\sin^{-1}y) = y^4$ | M1, A1, A1 | Ignore other ranges |
| $g(y) = \begin{cases} 4y^3 & 0 \leq y \leq 1 \\ 0 & \text{otherwise} \end{cases}$ | M1 | Differentiate $G(y)$ |
| | A1 **5** | Function and range stated, allow if range given in G |

### Part (iv):
| Answer | Mark | Guidance |
|--------|------|----------|
| $\int_0^1 \frac{4}{1+2y}\,dy = \big[2\ln(1+2y)\big]_0^1$ | M1, A1 | Attempt $\int\frac{g(y)}{y^3+2y^4}dy$; $\int_0^1\frac{4}{1+2y}dy$ |
| $= 2\ln 3$ | A1 **3** | Or 2.2, 2.197 or better |

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6 The function $\mathrm { F } ( t )$ is defined as follows.

$$\mathrm { F } ( t ) = \begin{cases} 0 & t < 0 \\ \sin ^ { 4 } t & 0 \leqslant t \leqslant \frac { 1 } { 2 } \pi \\ 1 & t > \frac { 1 } { 2 } \pi \end{cases}$$

(i) Verify that F is a (cumulative) distribution function.

The continuous random variable $T$ has (cumulative) distribution function $\mathrm { F } ( t )$.\\
(ii) Find the lower quartile of $T$.\\
(iii) Find the (cumulative) distribution function of $Y$, where $Y = \sin T$, and obtain the probability density function of $Y$.\\
(iv) Find the expected value of $\frac { 1 } { Y ^ { 3 } + 2 Y ^ { 4 } }$.

\hfill \mbox{\textit{OCR S3 2009 Q6 [13]}}