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Chapter 8 The Binomial and Geometric Distributions YMS 8.1
The Binomial Distributions
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Binomial Distribution
Distribution of the count X of successes in the binomial setting with parameters n and p n is the number of observations and p is the probability of a success on any one observation The possible values of X are the whole numbers from 0 to n Denoted by B(n,p).
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Binomial Setting Each observation falls into one of just two categories, “success” or “failure” There is a fixed number n of observations The n observations are all independent The probability of success, p, is the same for each observation
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Binomial Calculations
pdf probability distribution function which assigns value to single outcome X cdf cumulative distribution function which assigns value to range of X Be careful of calculator entries when finding greater than or at least! p445 #
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Vocab and Simulations Combination Factorial
order doesn’t matter n choose k Factorial n! = n x (n-1) x (n-2) x 3 x 2 x 1 and 0! = 1 Use randbin(1, p, n) to give 1 p% of the time and 0 (1-p)% of the time
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Using Binomials Binomial Probability
where the coefficient is a combination Binomial Mean & Standard Deviation
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Normal approximation to binomial distributions
As the number of trials n gets larger, the binomial distribution gets close to a normal distribution Rule of thumb N(np, ) can be used when n and p satisfy np ≥ 10 and n(1 – p) ≥ 10 p454 # HW: , 8.26,
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The Geometric Distribution
YMS 8.2 The Geometric Distribution
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Geometric Setting Each observation falls into one of just two categories: “success” or “failure” The probability of success, p, is the same for each observation The n observations are all independent The variable of interest is the number of trials required to obtain the first success
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Calculating geometric probabilities
probability that the first success occurs on the nth trial is probability that it takes more than n trials to see the first success is
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Geometric Mean & Standard Deviation
HW: p474 # Review: p479 # , 8.60,
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