Random Processes (AQA A-Level Further Maths): Flashcards

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Exponential Distribution
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Distribution for time between random events

Exponential distribution

Unique property of exponential distribution

Memoryless

PDF of exponential dist. with parameter λ\lambda

f(x)=λeλxf(x) = \lambda e^{-\lambda x}, x>0x > 0

Parameter λ\lambda in exponential distribution

Rate parameter

CDF of exponential dist. with parameter λ\lambda

F(x)=1eλxF(x) = 1 - e^{-\lambda x}, x>0x > 0

Mean of exponential dist. with parameter λ\lambda

E(X)=1λE(X) = \frac{1}{\lambda}

Variance of exponential dist., parameter λ\lambda

Var(X)=1λ2\text{Var}(X) = \frac{1}{\lambda^2}

Relationship: mean and SD in exponential dist.

They are equal

Poisson rate μ\mu/unit time: waiting time dist.?

Exponential with parameter μ\mu

Domain of exponential distribution

x>0x > 0 (positive values only)

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