1. **Problem statement:**
We have a continuous random variable $X$ with probability density function (pdf):
$$f(x) = \begin{cases} k(x - 3)^2 & 2 \leq x \leq 6 \\ 0 & \text{otherwise} \end{cases}$$
We need to:
(a) Sketch the graph of $y = f(x)$.
(b) Find the mode of $X$.
(c) (i) Show that $k = \frac{3}{28}$ using integration.
(ii) Verify the upper quartile lies between 5.71 and 5.72.
2. **Sketching the graph:**
The function $f(x) = k(x-3)^2$ is a parabola opening upwards with vertex at $x=3$.
Since $k > 0$, the parabola has a minimum at $x=3$ and increases as $x$ moves away from 3.
The pdf is zero outside $[2,6]$.
3. **Mode of $X$:**
The mode is the value of $x$ where $f(x)$ is maximum.
Since $f(x)$ is a parabola opening upwards with minimum at $x=3$, the maximum on $[2,6]$ occurs at the endpoints.
Calculate $f(2) = k(2-3)^2 = k(1)^2 = k$ and $f(6) = k(6-3)^2 = k(3)^2 = 9k$.
So the maximum is at $x=6$ with value $9k$.
4. **Finding $k$ by integration:**
Since $f(x)$ is a pdf, total area under curve must be 1:
$$\int_{2}^{6} k(x-3)^2 dx = 1$$
Calculate the integral:
$$\int_{2}^{6} (x-3)^2 dx = \int_{2}^{6} (x^2 - 6x + 9) dx$$
$$= \left[ \frac{x^3}{3} - 3x^2 + 9x \right]_2^6$$
Evaluate at bounds:
At $x=6$:
$$\frac{6^3}{3} - 3(6^2) + 9(6) = \frac{216}{3} - 3(36) + 54 = 72 - 108 + 54 = 18$$
At $x=2$:
$$\frac{2^3}{3} - 3(2^2) + 9(2) = \frac{8}{3} - 12 + 18 = \frac{8}{3} + 6 = \frac{8}{3} + \frac{18}{3} = \frac{26}{3}$$
Subtract:
$$18 - \frac{26}{3} = \frac{54}{3} - \frac{26}{3} = \frac{28}{3}$$
So:
$$k \times \frac{28}{3} = 1 \implies k = \frac{3}{28}$$
5. **Verifying the upper quartile $Q_3$:**
The upper quartile $Q_3$ satisfies:
$$P(X \leq Q_3) = 0.75$$
Calculate:
$$\int_2^{Q_3} f(x) dx = 0.75$$
Substitute $f(x)$ and $k$:
$$\int_2^{Q_3} \frac{3}{28} (x-3)^2 dx = 0.75$$
Calculate the integral:
$$\frac{3}{28} \int_2^{Q_3} (x-3)^2 dx = 0.75$$
From previous integral formula:
$$\int_2^{Q_3} (x-3)^2 dx = \left[ \frac{(Q_3)^3}{3} - 3(Q_3)^2 + 9Q_3 \right] - \left[ \frac{8}{3} - 12 + 18 \right] = \left[ \frac{(Q_3)^3}{3} - 3(Q_3)^2 + 9Q_3 \right] - \frac{26}{3}$$
So:
$$\frac{3}{28} \left( \frac{(Q_3)^3}{3} - 3(Q_3)^2 + 9Q_3 - \frac{26}{3} \right) = 0.75$$
Multiply both sides by $\frac{28}{3}$:
$$\frac{(Q_3)^3}{3} - 3(Q_3)^2 + 9Q_3 - \frac{26}{3} = 0.75 \times \frac{28}{3} = 7$$
Add $\frac{26}{3}$ to both sides:
$$\frac{(Q_3)^3}{3} - 3(Q_3)^2 + 9Q_3 = 7 + \frac{26}{3} = \frac{21}{3} + \frac{26}{3} = \frac{47}{3}$$
Multiply both sides by 3:
$$(Q_3)^3 - 9(Q_3)^2 + 27Q_3 = 47$$
Rewrite:
$$(Q_3)^3 - 9(Q_3)^2 + 27Q_3 - 47 = 0$$
Check values between 5.71 and 5.72:
At $x=5.71$:
$$5.71^3 - 9(5.71)^2 + 27(5.71) - 47 \approx -0.07$$
At $x=5.72$:
$$5.72^3 - 9(5.72)^2 + 27(5.72) - 47 \approx 0.20$$
Since the function changes sign between 5.71 and 5.72, the root (upper quartile) lies in this interval.
**Final answers:**
- (a) Graph is an upward parabola segment on $[2,6]$ with minimum at $x=3$.
- (b) Mode is at $x=6$.
- (c)(i) $k = \frac{3}{28}$.
- (c)(ii) Upper quartile lies between 5.71 and 5.72.
Pdf Quartile 904910
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