CAIE FP2 2011 June — Question 11 OR

Exam BoardCAIE
ModuleFP2 (Further Pure Mathematics 2)
Year2011
SessionJune
PaperDownload PDF ↗
Mark schemeDownload PDF ↗
TopicContinuous Probability Distributions and Random Variables
TypeGeometric/graphical PDF with k
DifficultyChallenging +1.2 This is a multi-part Further Maths statistics question requiring: (1) finding k using the normalization condition (area = 1 under piecewise linear PDF), (2) integrating piecewise to verify the given CDF, (3) transforming a random variable using the Jacobian method, and (4) finding a median. While it involves several techniques and the transformation of random variables is a Further Maths topic, each step follows standard procedures without requiring novel insight. The piecewise nature adds some algebraic complexity but the question structure is methodical and typical for FP2 level.
Spec5.03a Continuous random variables: pdf and cdf5.03b Solve problems: using pdf5.03e Find cdf: by integration5.03f Relate pdf-cdf: medians and percentiles5.03g Cdf of transformed variables

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The continuous random variable \(X\) takes values in the interval \(0 \leqslant x \leqslant 3\) only. For \(0 \leqslant x \leqslant 3\) the graph of its probability density function f consists of two straight line segments meeting at the point \(( 1 , k )\), as shown in the diagram. Find \(k\) and hence show that the distribution function F is given by $$\mathrm { F } ( x ) = \begin{cases} 0 & x \leqslant 0 , \\ \frac { 1 } { 3 } x ^ { 2 } & 0 < x \leqslant 1 , \\ x - \frac { 1 } { 2 } - \frac { 1 } { 6 } x ^ { 2 } & 1 < x \leqslant 3 , \\ 1 & x > 3 . \end{cases}$$ The random variable \(Y\) is given by \(Y = X ^ { 2 }\). Find
  1. the probability density function of \(Y\),
  2. the median value of \(Y\).

Question 11:
Part (a)
AnswerMarks Guidance
Answer/WorkingMarks Guidance
MI of one side of square about midpoint: \(\frac{1}{3}\left(\frac{M}{4}\right)\frac{a^2}{2} = \frac{Ma^2}{24}\)M1 A1
MI of side of square (or of square) about \(O\): \(\frac{Ma^2}{24} + \left(\frac{M}{4}\right)\frac{a^2}{2} = \frac{Ma^2}{6}\)M1 A1
MI of ring about \(O\): \(2Ma^2\)B1
Sum to find MI of system about \(O\): \(I_O = 4 \times \frac{Ma^2}{6} + 2Ma^2 = 8\frac{Ma^2}{3}\)A1 A.G.
MI of system about axis through \(A\): \(I_A = \frac{1}{2}I_O + 3Ma^2 = 13\frac{Ma^2}{3}\)M1 A1
State or imply that speed is max when \(AC\) verticalM1
Use energy when \(AC\) vertical (or at general point): \(\frac{1}{2}(I_A + 4Ma^2)\omega^2 = [25\frac{Ma^2}{3}]\) or \(\frac{1}{2}I_A\omega^2 + \frac{1}{2}Mv^2\)
\(= 5Mga(1 + \cos 60°)\) or \(\frac{15Mga}{2}\)M1 A1 for each side of eqn, A.E.F.
A1 A1
Substitute for \(I_A\) and find max speed \(v = 2a\omega\): \(\omega^2 = \frac{15Mga/2}{25Ma^2/6} = \frac{9g}{5a}\)
\(v = 6\sqrt{\frac{ga}{5}}\) or \(6\sqrt{2a}\) or \(8.49\sqrt{a}\)M1 A1 [6+2+6=14]
Part (b)
AnswerMarks Guidance
Answer/WorkingMarks Guidance
Find \(k\) by equating area under graph to 1: \(\frac{1}{2}k + k = 1\), \(k = \frac{2}{3}\)M1 A1
Find \(f(x)\) for \(0 \leq x \leq 1\) and \(1 < x \leq 3\): \(kx\left[=\frac{2}{3}x\right]\), \(\frac{1}{2}k(3-x)\left[= 1 - \frac{1}{3}x\right]\)M1 A1
Integrate to find \(F(x)\) for \(0 < x \leq 1\) and \(1 < x \leq 3\): \(\frac{1}{3}x^2\), \(x - \frac{1}{2} - \frac{x^2}{6}\)M1 A1 A.G. [6]
(i) Relate dist. fn. \(G(y)\) of \(Y\) to \(X\): \(G(y) = P(Y < y) = P(X^2 < y)\) working may be omitted
\(= P(X < y^{1/2}) = F(y^{1/2})\)
\(= \frac{1}{3}y\), \(y^{1/2} - \frac{1}{2} - \frac{y}{6}\)M1 A1
Differentiate to find \(g(y)\): \(g(y) = \frac{1}{3}\) \((0 < y \leq 1)\)
\(\frac{1}{2}y^{-1/2} - \frac{1}{6}\) \((1 < y \leq 9)\)
\([0 \text{ otherwise}]\)M1 A1 [4]
(ii) Use \(G(m) = \frac{1}{2}\) to find eqn for median \(m\): \(m^{1/2} - \frac{1}{2} - \frac{m}{6} = \frac{1}{2}\)M1
Solve quadratic for \(\sqrt{m}\): \((\sqrt{m})^2 - 6\sqrt{m} + 6 = 0\), \(\sqrt{m} = 3 \pm \sqrt{3}\)M1 A1
Select value of \(m\) in interval: \(m = (3 - \sqrt{3})^2 = 12 - 6\sqrt{3}\) or \(1.61\)B1 [4+14]
# Question 11:

## Part (a)

| Answer/Working | Marks | Guidance |
|---|---|---|
| MI of one side of square about midpoint: $\frac{1}{3}\left(\frac{M}{4}\right)\frac{a^2}{2} = \frac{Ma^2}{24}$ | M1 A1 | |
| MI of side of square (or of square) about $O$: $\frac{Ma^2}{24} + \left(\frac{M}{4}\right)\frac{a^2}{2} = \frac{Ma^2}{6}$ | M1 A1 | |
| MI of ring about $O$: $2Ma^2$ | B1 | |
| Sum to find MI of system about $O$: $I_O = 4 \times \frac{Ma^2}{6} + 2Ma^2 = 8\frac{Ma^2}{3}$ | A1 | **A.G.** |
| MI of system about axis through $A$: $I_A = \frac{1}{2}I_O + 3Ma^2 = 13\frac{Ma^2}{3}$ | M1 A1 | |
| State or imply that speed is max when $AC$ vertical | M1 | |
| Use energy when $AC$ vertical (or at general point): $\frac{1}{2}(I_A + 4Ma^2)\omega^2 = [25\frac{Ma^2}{3}]$ or $\frac{1}{2}I_A\omega^2 + \frac{1}{2}Mv^2$ | | |
| $= 5Mga(1 + \cos 60°)$ or $\frac{15Mga}{2}$ | M1 | A1 for each side of eqn, A.E.F. |
| | A1 A1 | |
| Substitute for $I_A$ and find max speed $v = 2a\omega$: $\omega^2 = \frac{15Mga/2}{25Ma^2/6} = \frac{9g}{5a}$ | | |
| $v = 6\sqrt{\frac{ga}{5}}$ or $6\sqrt{2a}$ or $8.49\sqrt{a}$ | M1 A1 | **[6+2+6=14]** |

## Part (b)

| Answer/Working | Marks | Guidance |
|---|---|---|
| Find $k$ by equating area under graph to 1: $\frac{1}{2}k + k = 1$, $k = \frac{2}{3}$ | M1 A1 | |
| Find $f(x)$ for $0 \leq x \leq 1$ and $1 < x \leq 3$: $kx\left[=\frac{2}{3}x\right]$, $\frac{1}{2}k(3-x)\left[= 1 - \frac{1}{3}x\right]$ | M1 A1 | |
| Integrate to find $F(x)$ for $0 < x \leq 1$ and $1 < x \leq 3$: $\frac{1}{3}x^2$, $x - \frac{1}{2} - \frac{x^2}{6}$ | M1 A1 | **A.G.** **[6]** |
| **(i)** Relate dist. fn. $G(y)$ of $Y$ to $X$: $G(y) = P(Y < y) = P(X^2 < y)$ | | working may be omitted |
| $= P(X < y^{1/2}) = F(y^{1/2})$ | | |
| $= \frac{1}{3}y$, $y^{1/2} - \frac{1}{2} - \frac{y}{6}$ | M1 A1 | |
| Differentiate to find $g(y)$: $g(y) = \frac{1}{3}$ $(0 < y \leq 1)$ | | |
| $\frac{1}{2}y^{-1/2} - \frac{1}{6}$ $(1 < y \leq 9)$ | | |
| $[0 \text{ otherwise}]$ | M1 A1 | **[4]** |
| **(ii)** Use $G(m) = \frac{1}{2}$ to find eqn for median $m$: $m^{1/2} - \frac{1}{2} - \frac{m}{6} = \frac{1}{2}$ | M1 | |
| Solve quadratic for $\sqrt{m}$: $(\sqrt{m})^2 - 6\sqrt{m} + 6 = 0$, $\sqrt{m} = 3 \pm \sqrt{3}$ | M1 A1 | |
| Select value of $m$ in interval: $m = (3 - \sqrt{3})^2 = 12 - 6\sqrt{3}$ or $1.61$ | B1 | **[4+14]** |
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The continuous random variable $X$ takes values in the interval $0 \leqslant x \leqslant 3$ only. For $0 \leqslant x \leqslant 3$ the graph of its probability density function f consists of two straight line segments meeting at the point $( 1 , k )$, as shown in the diagram. Find $k$ and hence show that the distribution function F is given by

$$\mathrm { F } ( x ) = \begin{cases} 0 & x \leqslant 0 , \\ \frac { 1 } { 3 } x ^ { 2 } & 0 < x \leqslant 1 , \\ x - \frac { 1 } { 2 } - \frac { 1 } { 6 } x ^ { 2 } & 1 < x \leqslant 3 , \\ 1 & x > 3 . \end{cases}$$

The random variable $Y$ is given by $Y = X ^ { 2 }$. Find\\
(i) the probability density function of $Y$,\\
(ii) the median value of $Y$.

\hfill \mbox{\textit{CAIE FP2 2011 Q11 OR}}