Pdf Boundaries 13137C
1. **Problem Statement:** Given the probability density function (pdf) $f(x) = 3x^2$ for $0 \leq x \leq 1$, find values of $a$ and $b$ such that:
i) $P(X \leq a) = P(X > b) = 0.05$
ii) $P(X > b) = 0.05$
2. **Formula and Rules:**
The cumulative distribution function (CDF) is given by:
$$F(x) = P(X \leq x) = \int_0^x 3t^2 dt = [t^3]_0^x = x^3$$
Since $f(x)$ is a valid pdf, $F(1) = 1$.
3. **Step i) Find $a$ and $b$ such that $P(X \leq a) = 0.05$ and $P(X > b) = 0.05$:**
- From $P(X \leq a) = 0.05$, we have:
$$F(a) = a^3 = 0.05$$
$$a = \sqrt[3]{0.05}$$
- From $P(X > b) = 0.05$, we have:
$$P(X > b) = 1 - F(b) = 0.05 \implies F(b) = 0.95$$
$$b^3 = 0.95 \implies b = \sqrt[3]{0.95}$$
4. **Step ii) Find $b$ such that $P(X > b) = 0.05$:**
This is the same as above:
$$b = \sqrt[3]{0.95}$$
5. **Calculations:**
$$a = 0.05^{1/3} \approx 0.368$$
$$b = 0.95^{1/3} \approx 0.983$$
6. **Final answers:**
i) $a \approx 0.368$, $b \approx 0.983$
ii) $b \approx 0.983$