(Solved): Suppose that X is a discrete random variable with the following probability mass function: where 0 ...
Suppose that X is a discrete random variable with the following probability mass function: where 0???1 is the parameter. A random sample of sequence of 10 i.i.d observations from the distribution were as follows: (3,0,2,1,3,2,1,0,2,1). 1. Write out the likelihood and log-likelihood functions. 3. Use calculus to derive the maximum likelihood estimator of ?. 4. Calculate the the maximum likelihood estimate using the data provided.
Example 1: Car Ownership. You are tasked with estimating the proportion of UoG undergraduates that own a car. Suppose we have a random sample X1?,X2?…Xn? where Xi?=1 if a randomly selected student does own a car and Xi?=0 if a randomly selected student does not own a car. Assume that the Xi? are independent and identically distributed Bernoulli random variables with unknown parameter ?. Find the maximum likelihood estimator of ?, the proportion of students who own a car.