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Geometric distribution: setup and mean.

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Answer

  • X ~ Geometric(p): number of trials until the first success in i.i.d.
  • Bernoulli(p).
  • PMF: P(X=k) = (1-p)^(k-1) * p.
  • E[X] = 1/p; Var(X)  =  (1p)/p2\operatorname{Var}(X)\; = \;(1 - p) / p^{2}.
  • Memoryless: P(X  >  n+k    X  >  n)  =  P(X  >  k)P(X\; > \;n + k\; \mid \;X\; > \;n)\; = \;P(X\; > \;k).
  • Uses: number of attempts until conversion, retries until failure.
  • Note: two conventions — some define it as failures before first success (E = (1-p)/p).
Check yourself — multiple choice
  • E = p
  • Trials until first success; E[X] = 1/p, Var  =  (1p)/p2\operatorname{Var}\; = \;(1 - p) / p^{2}; memoryless
  • Same as Poisson
  • No mean

Geometric: E = 1/p; memoryless — 'starts over' after every failure.

#distributions#probability

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