S2 January 2007 Q7
7. The continuous random variable \(X\) has cumulative distribution function\[\mathrm{F}(x) = \begin{cases} 0, & x \lt 0, \\ 2x^2 - x^3, & 0 \leqslant x \leqslant 1, \\ 1, & x \gt 1. \end{cases}\]
(a) Find \(\mathrm{P}(X \gt 0.3)\). (2)
(b) Verify that the median value of \(X\) lies between \(x = 0.59\) and \(x = 0.60\). (3)
(c) Find the probability density function \(\mathrm{f}(x)\). (2)
(d) Evaluate \(\mathrm{E}(X)\). (3)
(e) Find the mode of \(X\). (2)
(f) Comment on the skewness of \(X\). Justify your answer. (2)
| Scheme | Marks |
|---|---|
| \(1 - \mathrm{F}(0.3) = 1 - (2 \times 0.3^2 - 0.3^3)\) | M1 |
| \(= 0.847\) | A1 |
| (2) |
Notes
M1 ‘one minus’ required
| Scheme | Marks |
|---|---|
| \(\mathrm{F}(0.60) = 0.5040\) \(\mathrm{F}(0.59) = 0.4908\) | M1A1 |
| 0.5 lies between therefore median value lies between 0.59 and 0.60. | B1 |
| (3) |
Notes
M1A1 both required; awrt 0.5, 0.49
| Scheme | Marks |
|---|---|
| \(\mathrm{f}(x) = \begin{cases} -3x^2 + 4x, & 0 \leqslant x \leqslant 1, \\ 0, & \text{otherwise.} \end{cases}\) | M1A1 |
| (2) |
Notes
M1A1 attempt to differentiate, all correct
| Scheme | Marks |
|---|---|
| \(\displaystyle\int_0^1 x\mathrm{f}(x)\,\mathrm{d}x = \int_0^1 -3x^3 + 4x^2\,\mathrm{d}x\) | M1 |
| \(= \left[\dfrac{-3x^4}{4} + \dfrac{4x^3}{3}\right]_0^1\) | M1 |
| \(= \dfrac{7}{12}\) or \(0.58\dot{3}\) or 0.583 or equivalent fraction | A1 |
| (3) |
Notes
1st M1 attempt to integrate \(x\mathrm{f}(x)\)
2nd M1 sub in limits
| Scheme | Marks |
|---|---|
| \(\dfrac{\mathrm{df}(x)}{\mathrm{d}x} = -6x + 4 = 0\) | M1 |
| \(x = \dfrac{2}{3}\) or \(0.\dot{6}\) or 0.667 | A1 |
| (2) |
Notes
M1 attempt to differentiate \(\mathrm{f}(x)\) and equate to 0
| Scheme | Marks |
|---|---|
| mean \(\lt\) median \(\lt\) mode, therefore negative skew. | B1,B1 |
| (2) | |
| (14 marks) |
Notes
B1,B1 any pair, cao