1. Find the method of moments estimator for p for the Bernoulli distribution. (see page 78) 2. Find the maximum likelihood estimator for p for the Bernoulli distribution. Show your work. 3. Find the maximum likelihood estimator for p for the Binomial distribution. Show your work.
1. Find the method of moments estimator for p for the Bernoulli distribution. (see page 78) 2. Find the maximum likelihood estimator for p for the Bernoulli distribution. Show your work. 3. Find the maximum likelihood estimator for p for the Binomial distribution. Show your work.
MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
Section: Chapter Questions
Problem 1P
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Transcribed Image Text:1. Find the method of moments estimator for p for the Bernoulli distribution. (see page 78)
2. Find the maximum likelihood estimator for p for the Bernoulli distribution. Show your work.
3. Find the maximum likelihood estimator for p for the Binomial distribution. Show your work.
This is tricky because of our standard notation. Generally, we think of the sample size as n, but in the binomial
distribution we have already defined n as the number of trials from which you count then number of successes X. Let's
keep that definition for n for now, and use the letter m to represent your sample size. Note, that n and m are fixed. The
value for p is the one you're trying to find an estimate for.
(For clarification - ignore this if it doesn't help. Let's say you're testing lightbulbs in packs of 4 and counting the number
of defective bulbs in the set. In this case n=4 and X can take on any integer from 0 to 4. But now you do this testing 30
times in a day, meaning you test 30 packs of 4 lightbulbs. In this case m=30. So at the end of the day, you have 30
values, each of which is between 0 and 4. And question 3 is asking you how to use this data to come up with an
estimate for p. You need to use the generic variables n, m, p when solving problem 3, but I was hoping that this concrete
example would help put things in context.)
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