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Let’s find the hard way the total number of combinations of the four aces in a deck of cards if we were going to take them two at a time. The sample space would be:
S={Spade,Heart),(Spade, Diamond),(Spade,Club), (Diamond,Club),(Heart,Diamond),(Heart,Club)}
There are 6 combinations; formally, six unique unordered subsets of size 2 that can be created from 4 unique elements. To use the combinatorial formula we would solve the formula as follows:
If we wanted to know the number of unique 5 card poker hands that could be created from a 52 card deck we simply compute:
where 52 is the total number of unique elements from which we are drawing and 5 is the size group we are putting them into.
With the combinatorial formula we can count the number of elements in a sample space without having to write each one of them down, truly a lifetimes work for just the number of 5 card hands from a deck of 52 cards. We can now apply this tool to a very important probability density function, the hypergeometric distribution.
Remember, a probability density function computes probabilities for us. We simply put the appropriate numbers in the formula and we get the probability of specific events. However, for these formulas to work they must be applied only to cases for which they were designed.
The characteristics of a probability distribution or density function (PDF) are as follows:
Use the following information to answer the next five exercises: A company wants to evaluate its attrition rate, in other words, how long new hires stay with the company. Over the years, they have established the following probability distribution.
Let X = the number of years a new hire will stay with the company.
Let P ( x ) = the probability that a new hire will stay with the company x years.
Complete [link] using the data provided.
x | P ( x ) |
---|---|
0 | 0.12 |
1 | 0.18 |
2 | 0.30 |
3 | 0.15 |
4 | |
5 | 0.10 |
6 | 0.05 |
x | P ( x ) |
---|---|
0 | 0.12 |
1 | 0.18 |
2 | 0.30 |
3 | 0.15 |
4 | 0.10 |
5 | 0.10 |
6 | 0.05 |
P ( x = 4) = _______
P ( x ≥ 5) = _______
0.10 + 0.05 = 0.15
On average, how long would you expect a new hire to stay with the company?
What does the column “ P ( x )” sum to?
1
Use the following information to answer the next six exercises: A baker is deciding how many batches of muffins to make to sell in his bakery. He wants to make enough to sell every one and no fewer. Through observation, the baker has established a probability distribution.
x | P ( x ) |
---|---|
1 | 0.15 |
2 | 0.35 |
3 | 0.40 |
4 | 0.10 |
Define the random variable X .
What is the probability the baker will sell more than one batch? P ( x >1) = _______
0.35 + 0.40 + 0.10 = 0.85
What is the probability the baker will sell exactly one batch? P ( x = 1) = _______
On average, how many batches should the baker make?
1(0.15) + 2(0.35) + 3(0.40) + 4(0.10) = 0.15 + 0.70 + 1.20 + 0.40 = 2.45
Use the following information to answer the next four exercises: Ellen has music practice three days a week. She practices for all of the three days 85% of the time, two days 8% of the time, one day 4% of the time, and no days 3% of the time. One week is selected at random.
Define the random variable X .
Construct a probability distribution table for the data.
x | P ( x ) |
---|---|
0 | 0.03 |
1 | 0.04 |
2 | 0.08 |
3 | 0.85 |
We know that for a probability distribution function to be discrete, it must have two characteristics. One is that the sum of the probabilities is one. What is the other characteristic?
Use the following information to answer the next five exercises: Javier volunteers in community events each month. He does not do more than five events in a month. He attends exactly five events 35% of the time, four events 25% of the time, three events 20% of the time, two events 10% of the time, one event 5% of the time, and no events 5% of the time.
Define the random variable X .
Let X = the number of events Javier volunteers for each month.
What values does x take on?
Construct a PDF table.
x | P ( x ) |
---|---|
0 | 0.05 |
1 | 0.05 |
2 | 0.10 |
3 | 0.20 |
4 | 0.25 |
5 | 0.35 |
Find the probability that Javier volunteers for less than three events each month. P ( x <3) = _______
Find the probability that Javier volunteers for at least one event each month. P ( x >0) = _______
1 – 0.05 = 0.95
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