Bernoulli Trials - PowerPoint PPT Presentation

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Bernoulli Trials

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Bernoulli Trials Two Possible Outcomes Success, with probability p Failure, with probability q = 1 p Trials are independent. Binomial Distribution For n Bernoulli ... – PowerPoint PPT presentation

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Title: Bernoulli Trials


1
Bernoulli Trials
  • Two Possible Outcomes
  • Success, with probability p
  • Failure, with probability q 1 ? p
  • Trials are independent.

2
Binomial Distribution
  • For n Bernoulli trials, the number of successes X
    is a binomial random variable. The probability of
    k successes is given by the binomial probability
    formula
  • As k varies with fixed n and p, the binomial
    probabilities define a binomial probability
    distribution over 0, 1, 2, , n.

3
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4
Mean and Standard Deviation of a Binomial RV
  • Mean
  • Standard Deviation

5
Law of Large Numbers
  • Informal If n is large, the proportion of
    successes in n Bernoulli trials will be very
    close to p.
  • Formal For Bernoulli trials with n and p, as n ?
    ?,for all ? gt 0, where k is the number of
    successes in the n trials.

6
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