Edexcel S2 2012 June — Question 7 14 marks

Exam BoardEdexcel
ModuleS2 (Statistics 2)
Year2012
SessionJune
Marks14
PaperDownload PDF ↗
Mark schemeDownload PDF ↗
TopicCumulative distribution functions
TypePDF to CDF derivation
DifficultyStandard +0.3 This is a standard S2 question requiring integration of a piecewise PDF to find the CDF. While it involves three different pieces and careful bookkeeping of integration constants, the techniques are routine (polynomial integration, sketching) with no conceptual challenges beyond applying the definition F(x) = ∫f(t)dt. Slightly above average due to the piecewise nature and multiple parts, but still a textbook exercise.
Spec5.03a Continuous random variables: pdf and cdf5.03e Find cdf: by integration5.03f Relate pdf-cdf: medians and percentiles

7. The continuous random variable \(X\) has probability density function \(\mathrm { f } ( x )\) given by $$\mathrm { f } ( x ) = \left\{ \begin{array} { c c } \frac { x ^ { 2 } } { 45 } & 0 \leqslant x \leqslant 3 \\ \frac { 1 } { 5 } & 3 < x < 4 \\ \frac { 1 } { 3 } - \frac { x } { 30 } & 4 \leqslant x \leqslant 10 \\ 0 & \text { otherwise } \end{array} . \right.$$
  1. Sketch \(\mathrm { f } ( x )\) for \(0 \leqslant x \leqslant 10\)
  2. Find the cumulative distribution function \(\mathrm { F } ( x )\) for all values of \(x\).
  3. Find \(\mathrm { P } ( X \leqslant 8 )\).

Question 7:
Part (a)
AnswerMarks Guidance
AnswerMark Guidance
Sketch of pdf (correct shape, correct values at 0, 2, 3, 4, 10)B1, B1, B1, B1dep Values 0.2, 3, 4, 10 required; B1dep for overall shape
Part (b)
AnswerMarks Guidance
AnswerMark Guidance
\(F(x) = 0\), \(x < 0\)B1 Top line
For \(0 \leq x \leq 3\): \(F(x) = \int_0^x \dfrac{t^2}{45}\,dt = \left[\dfrac{t^3}{135}\right]_0^x = \dfrac{x^3}{135}\)M1A1
For \(3 < x < 4\): \(F(x) = \int_3^x \dfrac{1}{5}\,dt + \dfrac{1}{5} = \left[\dfrac{t}{5}\right]_3^x + \dfrac{1}{5} = \dfrac{x}{5} - \dfrac{2}{5}\)M1A1 or \(F(x) = \int \frac{1}{5}dx + C\) and uses \(F(3) = \frac{1}{5}\)
For \(4 \leq x \leq 10\): \(F(x) = \int_4^x \!\left(\dfrac{1}{3} - \dfrac{t}{30}\right)dt + \dfrac{2}{5} = \left[\dfrac{t}{3} - \dfrac{t^2}{60}\right]_4^x + \dfrac{2}{5} = \dfrac{x}{3} - \dfrac{x^2}{60} - \dfrac{2}{3}\)M1A1 or \(F(x) = \int\!\left(\frac{1}{3}-\frac{x}{30}\right)dx + C\) and uses \(F(4)=\frac{2}{5}\) or \(F(10)=1\)
\(F(x) = 1\), \(x > 10\)B1 Bottom line
Part (c)
AnswerMarks Guidance
AnswerMark Guidance
\(F(8) = \dfrac{8}{3} - \dfrac{8^2}{60} - \dfrac{2}{3} = \dfrac{14}{15} = 0.933\)M1, A1 cso
Question (a) - CDF/Graph Question
Part (a) - Graph
AnswerMarks Guidance
Answer/WorkingMark Guidance Notes
Curve starting at \((0,0)\) with correct curvatureB1 Must start at \((0,0)\) and have correct curvature
Horizontal line joining first section (not dotted)B1 Must be a solid horizontal line
Straight line with negative gradient joining horizontal line, stopping on positive \(x\)-axisB1 Negative gradient, terminates on positive \(x\)-axis
Fully correct graph with labels \(0.2, 3, 4, 10\) in correct placesB1 Dependent on first 3 marks being gained
Part (b) - CDF Integration
AnswerMarks Guidance
Answer/WorkingMark Guidance Notes
Attempt to integrate \(\int_0^x \frac{t^2}{45}\,dt\)M1 Ignore limits; need \(x^n \to x^{n+1}\)
Attempt to integrate \(\int_3^x \frac{1}{5}\,dt\) + their \(F(3)\) using correct limitsM1 Or: integrate \(\int\frac{1}{5}dx + C\) substituting in \(3\) and equating to their \(F(3)\), or substituting in \(4\) and equating to their \(F(4)\) from the \(4\leq x\leq 10\) line
Attempt to integrate \(\int_4^x \frac{1}{3}-\frac{x}{30}\,dt\) + their \(F(4)\) using correct limitsM1 Or: integrate \(\int\frac{1}{3}-\frac{x}{30}\,dt + C\), substituting in \(4\) equating to their \(F(4)\), or substituting in \(10\) and putting \(= 1\)
All correct expressions and rangesA marks Do not penalise \(\leq\) instead of \(<\) and \(\geq\) instead of \(>\)
Part (c)
AnswerMarks Guidance
Answer/WorkingMark Guidance Notes
Substituting \(8\) into the \(4\)th line of their cdf or \(F(3)+F(4)-F(3)+F(8)-F(4)\)M1 Or \(1-\int_8^{10}\frac{1}{3}-\frac{x}{30}\,dt\) (attempt to integrate needed); or use areas e.g. \(1-\frac{1}{2}\times 2\times\frac{1}{15}\) or \(1-\frac{1}{15}\)
\(\dfrac{14}{15}\) awrt \(0.933\)A1 From correct working. If using \(F(3)+F(4)-F(3)+F(8)-F(4)\) then \(F(x)\) must be correct
# Question 7:

## Part (a)
| Answer | Mark | Guidance |
|--------|------|----------|
| Sketch of pdf (correct shape, correct values at 0, 2, 3, 4, 10) | B1, B1, B1, B1dep | Values 0.2, 3, 4, 10 required; B1dep for overall shape |

## Part (b)
| Answer | Mark | Guidance |
|--------|------|----------|
| $F(x) = 0$, $x < 0$ | B1 | Top line |
| For $0 \leq x \leq 3$: $F(x) = \int_0^x \dfrac{t^2}{45}\,dt = \left[\dfrac{t^3}{135}\right]_0^x = \dfrac{x^3}{135}$ | M1A1 | |
| For $3 < x < 4$: $F(x) = \int_3^x \dfrac{1}{5}\,dt + \dfrac{1}{5} = \left[\dfrac{t}{5}\right]_3^x + \dfrac{1}{5} = \dfrac{x}{5} - \dfrac{2}{5}$ | M1A1 | or $F(x) = \int \frac{1}{5}dx + C$ and uses $F(3) = \frac{1}{5}$ |
| For $4 \leq x \leq 10$: $F(x) = \int_4^x \!\left(\dfrac{1}{3} - \dfrac{t}{30}\right)dt + \dfrac{2}{5} = \left[\dfrac{t}{3} - \dfrac{t^2}{60}\right]_4^x + \dfrac{2}{5} = \dfrac{x}{3} - \dfrac{x^2}{60} - \dfrac{2}{3}$ | M1A1 | or $F(x) = \int\!\left(\frac{1}{3}-\frac{x}{30}\right)dx + C$ and uses $F(4)=\frac{2}{5}$ or $F(10)=1$ |
| $F(x) = 1$, $x > 10$ | B1 | Bottom line |

## Part (c)
| Answer | Mark | Guidance |
|--------|------|----------|
| $F(8) = \dfrac{8}{3} - \dfrac{8^2}{60} - \dfrac{2}{3} = \dfrac{14}{15} = 0.933$ | M1, A1 cso | |

# Question (a) - CDF/Graph Question

## Part (a) - Graph

| Answer/Working | Mark | Guidance Notes |
|---|---|---|
| Curve starting at $(0,0)$ with correct curvature | B1 | Must start at $(0,0)$ and have correct curvature |
| Horizontal line joining first section (not dotted) | B1 | Must be a solid horizontal line |
| Straight line with negative gradient joining horizontal line, stopping on positive $x$-axis | B1 | Negative gradient, terminates on positive $x$-axis |
| Fully correct graph with labels $0.2, 3, 4, 10$ in correct places | B1 | Dependent on first 3 marks being gained |

## Part (b) - CDF Integration

| Answer/Working | Mark | Guidance Notes |
|---|---|---|
| Attempt to integrate $\int_0^x \frac{t^2}{45}\,dt$ | M1 | Ignore limits; need $x^n \to x^{n+1}$ |
| Attempt to integrate $\int_3^x \frac{1}{5}\,dt$ + their $F(3)$ using correct limits | M1 | Or: integrate $\int\frac{1}{5}dx + C$ substituting in $3$ and equating to their $F(3)$, or substituting in $4$ and equating to their $F(4)$ from the $4\leq x\leq 10$ line |
| Attempt to integrate $\int_4^x \frac{1}{3}-\frac{x}{30}\,dt$ + their $F(4)$ using correct limits | M1 | Or: integrate $\int\frac{1}{3}-\frac{x}{30}\,dt + C$, substituting in $4$ equating to their $F(4)$, or substituting in $10$ and putting $= 1$ |
| All correct expressions and ranges | A marks | Do not penalise $\leq$ instead of $<$ and $\geq$ instead of $>$ |

## Part (c)

| Answer/Working | Mark | Guidance Notes |
|---|---|---|
| Substituting $8$ into the $4$th line of their cdf **or** $F(3)+F(4)-F(3)+F(8)-F(4)$ | M1 | Or $1-\int_8^{10}\frac{1}{3}-\frac{x}{30}\,dt$ (attempt to integrate needed); or use areas e.g. $1-\frac{1}{2}\times 2\times\frac{1}{15}$ or $1-\frac{1}{15}$ |
| $\dfrac{14}{15}$ awrt $0.933$ | A1 | From correct working. If using $F(3)+F(4)-F(3)+F(8)-F(4)$ then $F(x)$ must be correct |

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7. The continuous random variable $X$ has probability density function $\mathrm { f } ( x )$ given by

$$\mathrm { f } ( x ) = \left\{ \begin{array} { c c } 
\frac { x ^ { 2 } } { 45 } & 0 \leqslant x \leqslant 3 \\
\frac { 1 } { 5 } & 3 < x < 4 \\
\frac { 1 } { 3 } - \frac { x } { 30 } & 4 \leqslant x \leqslant 10 \\
0 & \text { otherwise }
\end{array} . \right.$$
\begin{enumerate}[label=(\alph*)]
\item Sketch $\mathrm { f } ( x )$ for $0 \leqslant x \leqslant 10$
\item Find the cumulative distribution function $\mathrm { F } ( x )$ for all values of $x$.
\item Find $\mathrm { P } ( X \leqslant 8 )$.
\end{enumerate}

\hfill \mbox{\textit{Edexcel S2 2012 Q7 [14]}}