Question

In: Statistics and Probability

Consider tossing a fair6-sideddie with the sample space S=1,2,3,4,5,6 (a)What are the elementary events? What are...

Consider tossing a fair6-sideddie with the sample space S=1,2,3,4,5,6

(a)What are the elementary events? What are the elementary probabilities? Does S consist of equally-likely outcomes?

(b)What is the event E that the outcome of the experiment is even? What is the event F that the outcome is odd? Are E and F independent? What is the conditional probability P(E|F)?

(c) Consider the variable X:S→R of the probability space, where R is the set of real numbers, and X(k)=k for k=1, 2, 3, 4, 5, 6. Calculate the expectation, variance, and standard deviation of X. Show the steps of your calculations.

(d) Now consider tossing two fair 6-sided dice together and record the product of the two numbers obtained. What is the sample space of this experiment? Does the sample space consist of equally-likely outcomes? Explain why.

(e) Note that all the numbers in this problem are made-up.

Suppose the probability of a random person being infected by COVID-19 is 0.001 (or 0.1%). The CDC is developing a new test and in a recent study it was report that:

  1. The new test is 90% accurate when applied to a subject that is known to have COVID-19.
  2. The new test is 95% accurate when applied to a subject that is known to be healthy.

What is the probability that a subject testing positive has COVID-19?

Solutions

Expert Solution

(a)

The elementary events are the die coming up 1,2,3,4,5 or 6. As each are equally likely because the die is unbiased, and there are six possibilities, each one has probability 1/6. S does consist of equally likely outcomes.

(b)

There are 3 choices of even (2,4, and 6), out of 6, hence the probability is 1/2. For odd as well, there are three choices, hence probability is 1/2.

E and F are not independent, as if F happens i.e. the die comes up odd, it precludes E happening as it cannot be even. , as if F happens, E cannot happen.

(c)

To calculate the expectation
, as 1 to 6 are the only values with non-zero probability, and each of them have probability 1/6.

Thus .

For variance, , as 1 to 6 are the only values. Use the formula for sum of squares of natural numbers to get
.

.

(d)

The possible products of outcomes of two die are
.

Hence the sample space is .

These are not equally likely as has two combinations from which it can happen, while has only one combination, hence 12 will have more probability than 3.

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