Stats Distribution: Solving CW Question on Poisson Distribution

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SUMMARY

The discussion centers on solving a coursework question involving the Poisson distribution and its relationship with the Binomial distribution. The problem requires determining the conditional distribution of known wrecks (X) given the total number of wrecks (N) and finding the marginal distribution of X. The joint probability density function (pdf) is expressed as P(X=x, N=n) = P(X=x|N=n)P(N=n), which is crucial for deriving the marginal distribution by summing over n.

PREREQUISITES
  • Understanding of Poisson distribution and its properties
  • Knowledge of Binomial distribution and its applications
  • Familiarity with joint probability density functions
  • Ability to perform summation over discrete random variables
NEXT STEPS
  • Study the relationship between Poisson and Binomial distributions
  • Learn how to derive conditional distributions in probability theory
  • Explore the concept of marginal distributions in joint probability
  • Practice problems involving joint pdfs and their applications
USEFUL FOR

Students studying statistics, particularly those focusing on probability distributions, as well as educators and professionals seeking to deepen their understanding of Poisson and Binomial distributions.

01jbell
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hey guys/gals i have been given this cw question however i spent ages and can't seem to get my head around it can some one give me a hand

" the number N of wrecks in a particular area of sea off the Cornish coast has a poisson distribution with mean \propto . the probability that a wreck is known is p . Let X denote the number of known wrecks

(a) state the conditional distribution of X given N=n

(b) Find the Marginal Distribution of X "

thats the question now i think (a) has some hting to do with Binonial distribution

but i am complety stummped on (b)

any help would be great

thanks
 
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I would start by writing out the binomial distribution for
P(X=x|N=n)

the form for P(N=n) is also given

if i remember right, the joint pdf can be given to be
P(X=x, N=n) = P(X=x|N=n)P(N=n)

from that you should be able to find the marginal distribution by summing over n
 

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