Let ๐‘‹ be a random variable exponentially distributed with parameter ๐œ† > 0.โ€ฆ

2024

Let ๐‘‹ be a random variable exponentially distributed with parameter ๐œ† > 0. The probability density function of X is given by:

\(f_X(x) = \begin{cases} \lambda e^{-\lambda x}, & \text{if } x \geq 0 \\ 0, & \text{otherwise} \end{cases} \)

If 5๐ธ(๐‘‹) = ๐‘‰๐‘Ž๐‘Ÿ(๐‘‹), where ๐ธ(๐‘‹) and ๐‘‰๐‘Ž๐‘Ÿ(๐‘‹) indicate the expectation and variance of ๐‘‹, respectively, the value of ๐œ† is ______ (rounded off to one decimal place).

Answer: 0.2 โ€” Answer: 0.2 (rounded to one decimal place) For an exponential distribution with parameter ฮป: Expectation E(X) = 1/ฮป and variance Var(X) = 1/ฮปยฒ. Use the givenโ€ฆ

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Correct answer: 0.2

Answer: 0.2 (rounded to one decimal place)

For an exponential distribution with parameter ฮป:

  • Expectation E(X) = 1/ฮป and variance Var(X) = 1/ฮปยฒ.

  1. Use the given relation 5 E(X) = Var(X), so 5(1/ฮป) = 1/ฮปยฒ.

  2. Solve the equation: 5/ฮป = 1/ฮปยฒ โ‡’ multiply both sides by ฮปยฒ to get 5ฮป = 1.

  3. Therefore ฮป = 1/5 = 0.2, which is positive and satisfies the parameter constraint.

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