OCR S2 2014 June — Question 5 13 marks

Exam BoardOCR
ModuleS2 (Statistics 2)
Year2014
SessionJune
Marks13
PaperDownload PDF ↗
Mark schemeDownload PDF ↗
TopicContinuous Probability Distributions and Random Variables
TypeVerify algebraic PDF formula
DifficultyModerate -0.3 This is a straightforward S2 question testing standard PDF verification and properties. Part (i) requires routine integration of sin(πx), part (ii) uses symmetry to find E(X)=0.5, part (iii) involves solving a simple integral equation, and parts (iv)-(v) are bookwork. All techniques are standard for this module with no novel problem-solving required, making it slightly easier than average.
Spec5.03a Continuous random variables: pdf and cdf5.03c Calculate mean/variance: by integration5.03f Relate pdf-cdf: medians and percentiles

5 A continuous random variable \(X\) has probability density function $$f ( x ) = \begin{cases} \frac { 1 } { 2 } \pi \sin ( \pi x ) & 0 \leqslant x \leqslant 1 \\ 0 & \text { otherwise } \end{cases}$$
  1. Show that this is a valid probability density function. [4]
  2. Sketch the curve \(\boldsymbol { y } = \mathbf { f } ( \boldsymbol { x } )\) and write down the value of \(\mathbf { E } \boldsymbol { ( } \boldsymbol { X } \boldsymbol { ) }\). [3]
  3. Find the value \(q\) such that \(\mathrm { P } ( X > q ) = 0.75\). [3]
  4. Write down an expression, including an integral, for \(\operatorname { Var } ( X )\). (Do not attempt to evaluate the integral.) [2]
  5. A student states that " \(X\) is more likely to occur when \(x\) is close to \(\mathrm { E } ( X )\)." Give an improved version of this statement. [1]

Question 5:
Part (i):
AnswerMarks Guidance
Answer/WorkingMarks Guidance
\(\int_0^1 \frac{\pi}{2}\sin(\pi x)\,dx = \left[-\frac{1}{2}\cos(\pi x)\right]_0^1 = \frac{1}{2} - \left(-\frac{1}{2}\right) = 1\)M1 Attempt to integrate \(f(x)\), limits \((0,1)\) somewhere, evidence e.g. "from calculator"
B1Correctly integrate \(\sin(\pi x)\) to \(-\frac{1}{2}\cos(\pi x)\)
A1Fully correct, need to see \(-\frac{1}{2}\cos(\pi x)\) and final 1, no wrong working seen
and function non-negative for all \(x\) in rangeB1 Non-negative asserted explicitly; allow positive or equivalent. Not just graph drawn. *(Most will not get this mark!)*
[4]
Part (ii):
AnswerMarks Guidance
Answer/WorkingMarks Guidance
[Graph: correct sine-curve shape through 0, above axis on \([0,1]\)]M1 Correct shape through 0; allow below axis outside range. Allow partial curve if clearly part of sine curve.
A1Fully correct including no extension beyond \([0,1]\). Don't worry about grads at ends. Ignore labelling of axes.
\(E(X) = \frac{1}{2}\)B1 \(\frac{1}{2}\) or 0.5, needs to be simplified, no working needed, *no* ft
[3]
Part (iii):
AnswerMarks Guidance
Answer/WorkingMarks Guidance
\(\int_q^1 \frac{1}{2}\pi\sin(\pi x)\,dx = 0.75\); \(\;\left[-\frac{1}{2}\cos(\pi x)\right]_q^1 = 0.75\)M1 Equate integral to correct probability, correct limits *somewhere*; allow complementary probability (\(= 0.25\)) only if limits \((0, q)\)
\(\cos(\pi q) = 0.5\)A1 \(\cos(\pi q) = 0.5\) or exact equivalent
Solve to get \(q = \frac{1}{3}\)A1 \(q = \frac{1}{3}\) or a.r.t. 0.333. SR: Numerical (no working needed): 0.333 B3, 0.33 B2
[3]
Part (iv):
AnswerMarks Guidance
Answer/WorkingMarks Guidance
\(\int_0^1 \frac{\pi}{2} x^2 \sin(\pi x)\,dx - \left(\frac{1}{2}\right)^2\)M1 Integral part correct; allow limits omitted, ignore \(dx\)
A1ftSubtract their \([E(X)]^2\); allow \(\mu\) in form of integral, correct limits needed, not just "\(\mu^2\)" {note for scoris zoning – (ii) needs to be visible here}
[2]
Part (v):
AnswerMarks Guidance
Answer/WorkingMarks Guidance
Values of \(x\) in range close to \(E(X)\) are more likely than those further awayB1 Need to see "values of \(x\)" or equivalent, and probably not "occur". *Not* "the probability of \(x\) is greater when \(x\) is close to \(E(X)\)" etc. *Not* "PDF greater …"
[1]
## Question 5:

### Part (i):

| Answer/Working | Marks | Guidance |
|---|---|---|
| $\int_0^1 \frac{\pi}{2}\sin(\pi x)\,dx = \left[-\frac{1}{2}\cos(\pi x)\right]_0^1 = \frac{1}{2} - \left(-\frac{1}{2}\right) = 1$ | M1 | Attempt to integrate $f(x)$, limits $(0,1)$ somewhere, evidence e.g. "from calculator" |
| | B1 | Correctly integrate $\sin(\pi x)$ to $-\frac{1}{2}\cos(\pi x)$ |
| | A1 | Fully correct, need to see $-\frac{1}{2}\cos(\pi x)$ and final 1, no wrong working seen |
| and function non-negative for all $x$ in range | B1 | Non-negative asserted explicitly; allow positive or equivalent. Not just graph drawn. *(Most will not get this mark!)* |
| | **[4]** | |

### Part (ii):

| Answer/Working | Marks | Guidance |
|---|---|---|
| [Graph: correct sine-curve shape through 0, above axis on $[0,1]$] | M1 | Correct shape through 0; allow below axis outside range. Allow partial curve if clearly part of sine curve. |
| | A1 | Fully correct including no extension beyond $[0,1]$. Don't worry about grads at ends. Ignore labelling of axes. |
| $E(X) = \frac{1}{2}$ | B1 | $\frac{1}{2}$ or 0.5, needs to be simplified, no working needed, *no* ft |
| | **[3]** | |

### Part (iii):

| Answer/Working | Marks | Guidance |
|---|---|---|
| $\int_q^1 \frac{1}{2}\pi\sin(\pi x)\,dx = 0.75$; $\;\left[-\frac{1}{2}\cos(\pi x)\right]_q^1 = 0.75$ | M1 | Equate integral to correct probability, correct limits *somewhere*; allow complementary probability ($= 0.25$) only if limits $(0, q)$ |
| $\cos(\pi q) = 0.5$ | A1 | $\cos(\pi q) = 0.5$ or exact equivalent |
| Solve to get $q = \frac{1}{3}$ | A1 | $q = \frac{1}{3}$ or a.r.t. 0.333. SR: Numerical (no working needed): 0.333 B3, 0.33 B2 |
| | **[3]** | |

### Part (iv):

| Answer/Working | Marks | Guidance |
|---|---|---|
| $\int_0^1 \frac{\pi}{2} x^2 \sin(\pi x)\,dx - \left(\frac{1}{2}\right)^2$ | M1 | Integral part correct; allow limits omitted, ignore $dx$ |
| | A1ft | Subtract their $[E(X)]^2$; allow $\mu$ in form of integral, correct limits needed, not just "$\mu^2$" {note for scoris zoning – (ii) needs to be visible here} |
| | **[2]** | |

### Part (v):

| Answer/Working | Marks | Guidance |
|---|---|---|
| Values of $x$ in range close to $E(X)$ are more likely than those further away | B1 | Need to see "values of $x$" or equivalent, and probably not "occur". *Not* "the probability of $x$ is greater when $x$ is close to $E(X)$" etc. *Not* "PDF greater …" |
| | **[1]** | |

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5 A continuous random variable $X$ has probability density function

$$f ( x ) = \begin{cases} \frac { 1 } { 2 } \pi \sin ( \pi x ) & 0 \leqslant x \leqslant 1 \\ 0 & \text { otherwise } \end{cases}$$

(i) Show that this is a valid probability density function. [4]\\
(ii) Sketch the curve $\boldsymbol { y } = \mathbf { f } ( \boldsymbol { x } )$ and write down the value of $\mathbf { E } \boldsymbol { ( } \boldsymbol { X } \boldsymbol { ) }$. [3]\\
(iii) Find the value $q$ such that $\mathrm { P } ( X > q ) = 0.75$. [3]\\
(iv) Write down an expression, including an integral, for $\operatorname { Var } ( X )$. (Do not attempt to evaluate the integral.) [2]\\
(v) A student states that " $X$ is more likely to occur when $x$ is close to $\mathrm { E } ( X )$." Give an improved version of this statement. [1]

\hfill \mbox{\textit{OCR S2 2014 Q5 [13]}}