Poisson distribution. E(X) not a whole number.

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SUMMARY

The discussion centers on the Poisson distribution, specifically addressing the calculation of probabilities for car arrivals on a remote road. The average rate of car arrivals is established as one car every 20 minutes, leading to a λ (lambda) value of 3 for one hour and 1.5 for 30 minutes. The formula used is P(X = x) = e^{-λ}λ^{x}/x!, confirming that λ can be any non-negative real number, not restricted to integers. This clarification is crucial for understanding the expected value E(X) in relation to the distribution.

PREREQUISITES
  • Understanding of Poisson distribution and its properties
  • Familiarity with the formula P(X = x) = e^{-λ}λ^{x}/x!
  • Basic knowledge of expected value E(X) in probability theory
  • Ability to perform calculations involving exponential functions
NEXT STEPS
  • Study the implications of non-integer λ values in Poisson processes
  • Explore the relationship between Poisson distribution and exponential distribution
  • Learn about applications of Poisson distribution in real-world scenarios
  • Investigate the concept of expected value in various probability distributions
USEFUL FOR

Students in statistics, data analysts, and anyone interested in probability theory, particularly those working with Poisson processes and real-world applications of statistical distributions.

Darth Frodo
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Homework Statement


During the day, cars pass along a point on a remote road at an average rate of one per 20 minutes.

Calculate the probability that;

(i) in the course of an hour no car passes;
(ii) in the course of 30 minutes exactly 4 cars pass;

Homework Equations



[itex]P(X = x) = \frac{e^{-\lambda}\lambda^{x}}{x!}[/itex]

The Attempt at a Solution



[itex]\lambda = 3[/itex]

[itex]P(X = 0) = e^{-3} = 0.0497[/itex] My question: In part 2 [itex]\lambda = 1.5[/itex]. Can [itex]\lambda[/itex] be a Real number or must it be an integer? I assume it can be any number as [itex]E(X)[/itex] does not necessarily have to be in the support of X.

Thanks.
 
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λ can be any non-negative real number.
 
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