The CLT states that, for large n, the distribution of the sample mean approaches a Normal distribution. Mathematically, X₁ • N(H, Z/²), n 40 where → means 'converges in distribution'; it's implied here that this convergence takes place as ʼn, or the number of underlying random variables, grows. This is an extremely powerful result, because it holds no matter what the distribution of the underlying random variables is. Task Using software R, demonstrate that CLT holds on the example of the Exponential Distribution. Use λ = 5 for λe-2x, x ≥ 0.

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The CLT states that, for large n, the distribution of the sample mean approaches a Normal distribution.
Mathematically,
X₁ → N (1. =²).
Xn
D
n
D
where →
means 'converges in distribution'; it's implied here that this convergence takes place as n, or
the number of underlying random variables, grows.
This is an extremely powerful result, because it holds no matter what the distribution of the underlying
random variables is.
Task Using software R, der onstrate that CLT holds on the example of the Exponential Distribution. Use
λ = 5 for λe-2x, x ≥ 0.
Transcribed Image Text:The CLT states that, for large n, the distribution of the sample mean approaches a Normal distribution. Mathematically, X₁ → N (1. =²). Xn D n D where → means 'converges in distribution'; it's implied here that this convergence takes place as n, or the number of underlying random variables, grows. This is an extremely powerful result, because it holds no matter what the distribution of the underlying random variables is. Task Using software R, der onstrate that CLT holds on the example of the Exponential Distribution. Use λ = 5 for λe-2x, x ≥ 0.
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