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A random variable X has a PDF defined as:
Calculate the 80th percentile of the distribution.
A
2.25
B
2.34
C
2.67
D
2.29
Explanation:
Step-by-step explanation:
Understanding the problem: We need to find the 80th percentile (q₈) of a continuous random variable X with probability density function (PDF) f_X(x) = (1/5)x² for 0 < x < 3.
Percentile definition: The 80th percentile q₈ satisfies: This is equivalent to: where F(x) is the cumulative distribution function (CDF).
Finding the CDF:
= \frac{1}{5} \cdot \frac{t^3}{3} \Big|_0^x = \frac{x^3}{15}$`$4`. **Setting up the equation:**
F(q_8) = \frac{(q_8)^3}{15} = 0.85. **Solving for q₈:** $$(q_8)^3 = 15 \times 0.8 = 12$$ $$q_8 = \sqrt[3]{12} = 12^{1/3}$$12^{1/3} \approx 2.289428... \approx 2.29$$
Verification:
Therefore, the 80th percentile is approximately 2.29, which corresponds to option D.