In this section, you will:
A new company sells customizable cases for tablets and smartphones. Each case comes in a variety of colors and can be personalized for an additional fee with images or a monogram. A customer can choose not to personalize or could choose to have one, two, or three images or a monogram. The customer can choose the order of the images and the letters in the monogram. The company is working with an agency to develop a marketing campaign with a focus on the huge number of options they offer. Counting the possibilities is challenging!
We encounter a wide variety of counting problems every day. There is a branch of mathematics devoted to the study of counting problems such as this one. Other applications of counting include secure passwords, horse racing outcomes, and college scheduling choices. We will examine this type of mathematics in this section.
The company that sells customizable cases offers cases for tablets and smartphones. There are 3 supported tablet models and 5 supported smartphone models. The Addition Principle tells us that we can add the number of tablet options to the number of smartphone options to find the total number of options. By the Addition Principle, there are 8 total options, as we can see in [link].
According to the Addition Principle, if one event can occur in
ways and a second event with no common outcomes can occur in
ways, then the first or second event can occur in
ways.
There are 2 vegetarian entrée options and 5 meat entrée options on a dinner menu. What is the total number of entrée options?
We can add the number of vegetarian options to the number of meat options to find the total number of entrée options.
There are 7 total options.
A student is shopping for a new computer. He is deciding among 3 desktop computers and 4 laptop computers. What is the total number of computer options?
7
The Multiplication Principle applies when we are making more than one selection. Suppose we are choosing an appetizer, an entrée, and a dessert. If there are 2 appetizer options, 3 entrée options, and 2 dessert options on a fixed-price dinner menu, there are a total of 12 possible choices of one each as shown in the tree diagram in [link].
The possible choices are:
We can also find the total number of possible dinners by multiplying.
We could also conclude that there are 12 possible dinner choices simply by applying the Multiplication Principle.
According to the Multiplication Principle, if one event can occur in
ways and a second event can occur in
ways after the first event has occurred, then the two events can occur in
ways. This is also known as the Fundamental Counting Principle.
Diane packed 2 skirts, 4 blouses, and a sweater for her business trip. She will need to choose a skirt and a blouse for each outfit and decide whether to wear the sweater. Use the Multiplication Principle to find the total number of possible outfits.
To find the total number of outfits, find the product of the number of skirt options, the number of blouse options, and the number of sweater options.
There are 16 possible outfits.
A restaurant offers a breakfast special that includes a breakfast sandwich, a side dish, and a beverage. There are 3 types of breakfast sandwiches, 4 side dish options, and 5 beverage choices. Find the total number of possible breakfast specials.
There are 60 possible breakfast specials.
The Multiplication Principle can be used to solve a variety of problem types. One type of problem involves placing objects in order. We arrange letters into words and digits into numbers, line up for photographs, decorate rooms, and more. An ordering of objects is called a permutation.
To solve permutation problems, it is often helpful to draw line segments for each option. That enables us to determine the number of each option so we can multiply. For instance, suppose we have four paintings, and we want to find the number of ways we can hang three of the paintings in order on the wall. We can draw three lines to represent the three places on the wall.
There are four options for the first place, so we write a 4 on the first line.
After the first place has been filled, there are three options for the second place so we write a 3 on the second line.
After the second place has been filled, there are two options for the third place so we write a 2 on the third line. Finally, we find the product.
There are 24 possible permutations of the paintings.
Given
distinct options, determine how many permutations there are.
At a swimming competition, nine swimmers compete in a race.
Draw lines for each place. There are 9 options for first place. Once someone has won first place, there are 8 remaining options for second place. Once first and second place have been won, there are 7 remaining options for third place.
Multiply to find that there are 504 ways for the swimmers to place.
Draw lines for describing each place. We know Ariel must win first place, so there is only 1 option for first place. There are 8 remaining options for second place, and then 7 remaining options for third place.
Multiply to find that there are 56 ways for the swimmers to place if Ariel wins first.
Draw lines for describing each place in the photo.
There are 9 choices for the first spot, then 8 for the second, 7 for the third, 6 for the fourth, and so on until only 1 person remains for the last spot.
There are 362,880 possible permutations for the swimmers to line up.
Note that in part c, we found there were 9! ways for 9 people to line up. The number of permutations of
distinct objects can always be found by
A family of five is having portraits taken. Use the Multiplication Principle to find the following.
How many ways can the family line up for the portrait?
120
How many ways can the photographer line up 3 family members?
60
How many ways can the family line up for the portrait if the parents are required to stand on each end?
12
For some permutation problems, it is inconvenient to use the Multiplication Principle because there are so many numbers to multiply. Fortunately, we can solve these problems using a formula. Before we learn the formula, let’s look at two common notations for permutations. If we have a set of
objects and we want to choose
objects from the set in order, we write
Another way to write this is
a notation commonly seen on computers and calculators. To calculate
we begin by finding
the number of ways to line up all
objects. We then divide by
to cancel out the
items that we do not wish to line up.
Let’s see how this works with a simple example. Imagine a club of six people. They need to elect a president, a vice president, and a treasurer. Six people can be elected president, any one of the five remaining people can be elected vice president, and any of the remaining four people could be elected treasurer. The number of ways this may be done is
Using factorials, we get the same result.
There are 120 ways to select 3 officers in order from a club with 6 members. We refer to this as a permutation of 6 taken 3 at a time. The general formula is as follows.
Note that the formula stills works if we are choosing all
objects and placing them in order. In that case we would be dividing by
or
which we said earlier is equal to 1. So the number of permutations of
objects taken
at a time is
or just
Given
distinct objects, the number of ways to select
objects from the set in order is
Given a word problem, evaluate the possible permutations.
from the given information.
from the given information.
and
in the formula with the given values.
A professor is creating an exam of 9 questions from a test bank of 12 questions. How many ways can she select and arrange the questions?
Substitute
and
into the permutation formula and simplify.
There are 79,833,600 possible permutations of exam questions!
We can also use a calculator to find permutations. For this problem, we would enter 12, press the
function, enter 9, and then press the equal sign. The
function may be located under the MATH menu with probability commands.
Could we have solved [link] using the Multiplication Principle?
Yes. We could have multiplied
to find the same answer.
A play has a cast of 7 actors preparing to make their curtain call. Use the permutation formula to find the following.
How many ways can the 7 actors line up?
How many ways can 5 of the 7 actors be chosen to line up?
So far, we have looked at problems asking us to put objects in order. There are many problems in which we want to select a few objects from a group of objects, but we do not care about the order. When we are selecting objects and the order does not matter, we are dealing with combinations. A selection of
objects from a set of
objects where the order does not matter can be written as
Just as with permutations,
can also be written as
In this case, the general formula is as follows.
An earlier problem considered choosing 3 of 4 possible paintings to hang on a wall. We found that there were 24 ways to select 3 of the 4 paintings in order. But what if we did not care about the order? We would expect a smaller number because selecting paintings 1, 2, 3 would be the same as selecting paintings 2, 3, 1. To find the number of ways to select 3 of the 4 paintings, disregarding the order of the paintings, divide the number of permutations by the number of ways to order 3 paintings. There are
ways to order 3 paintings. There are
or 4 ways to select 3 of the 4 paintings. This number makes sense because every time we are selecting 3 paintings, we are not selecting 1 painting. There are 4 paintings we could choose not to select, so there are 4 ways to select 3 of the 4 paintings.
Given
distinct objects, the number of ways to select
objects from the set is
Given a number of options, determine the possible number of combinations.
from the given information.
from the given information.
and
in the formula with the given values.
A fast food restaurant offers five side dish options. Your meal comes with two side dishes.
We can also use a graphing calculator to find combinations. Enter 5, then press
enter 3, and then press the equal sign. The
function may be located under the MATH menu with probability commands.
Is it a coincidence that parts (a) and (b) in [link] have the same answers?
No. When we choose r objects from n objects, we are not choosing
</math>objects. Therefore,
</math></em>
An ice cream shop offers 10 flavors of ice cream. How many ways are there to choose 3 flavors for a banana split?
We have looked only at combination problems in which we chose exactly
objects. In some problems, we want to consider choosing every possible number of objects. Consider, for example, a pizza restaurant that offers 5 toppings. Any number of toppings can be ordered. How many different pizzas are possible?
To answer this question, we need to consider pizzas with any number of toppings. There is
way to order a pizza with no toppings. There are
ways to order a pizza with exactly one topping. If we continue this process, we get
There are 32 possible pizzas. This result is equal to
We are presented with a sequence of choices. For each of the
objects we have two choices: include it in the subset or not. So for the whole subset we have made
choices, each with two options. So there are a total of
possible resulting subsets, all the way from the empty subset, which we obtain when we say “no” each time, to the original set itself, which we obtain when we say “yes” each time.
A set containing n distinct objects has
subsets.
A restaurant offers butter, cheese, chives, and sour cream as toppings for a baked potato. How many different ways are there to order a potato?
We are looking for the number of subsets of a set with 4 objects. Substitute
into the formula.
There are 16 possible ways to order a potato.
A sundae bar at a wedding has 6 toppings to choose from. Any number of toppings can be chosen. How many different sundaes are possible?
64 sundaes
We have studied permutations where all of the objects involved were distinct. What happens if some of the objects are indistinguishable? For example, suppose there is a sheet of 12 stickers. If all of the stickers were distinct, there would be
ways to order the stickers. However, 4 of the stickers are identical stars, and 3 are identical moons. Because all of the objects are not distinct, many of the
permutations we counted are duplicates. The general formula for this situation is as follows.
In this example, we need to divide by the number of ways to order the 4 stars and the ways to order the 3 moons to find the number of unique permutations of the stickers. There are
ways to order the stars and
ways to order the moon.
There are 3,326,400 ways to order the sheet of stickers.
If there are
elements in a set and
are alike,
are alike,
are alike, and so on through
the number of permutations can be found by
Find the number of rearrangements of the letters in the word DISTINCT.
There are 8 letters. Both I and T are repeated 2 times. Substitute
and
into the formula.
There are 10,080 arrangements.
Find the number of rearrangements of the letters in the word CARRIER.
840
Access these online resources for additional instruction and practice with combinations and permutations.
number of permutations of |
distinct objects taken
at a time |
number of combinations of |
distinct objects taken
at a time |
number of permutations of |
non-distinct objects |
ways and a second event with no common outcomes can occur in
ways, then the first or second event can occur in
ways. See [link].
ways and a second event can occur in
ways after the first event has occurred, then the two events can occur in
ways. See [link].
objects.
objects and we want to choose
objects from the set in order, we write
distinct objects, the number of ways to select
objects from the set is
and can be found using a formula. See [link].
distinct objects has
subsets. See [link].
For the following exercises, assume that there are
ways an event
can happen,
ways an event
can happen, and that
are non-overlapping.
Use the Addition Principle of counting to explain how many ways event
can occur.
There are
ways for either event
or event
to occur.
Use the Multiplication Principle of counting to explain how many ways event
can occur.
Answer the following questions.
When given two separate events, how do we know whether to apply the Addition Principle or the Multiplication Principle when calculating possible outcomes? What conjunctions may help to determine which operations to use?
The addition principle is applied when determining the total possible of outcomes of either event occurring. The multiplication principle is applied when determining the total possible outcomes of both events occurring. The word “or” usually implies an addition problem. The word “and” usually implies a multiplication problem.
Describe how the permutation of
objects differs from the permutation of choosing
objects from a set of
objects. Include how each is calculated.
What is the term for the arrangement that selects
objects from a set of
objects when the order of the
objects is not important? What is the formula for calculating the number of possible outcomes for this type of arrangement?
A combination;
For the following exercises, determine whether to use the Addition Principle or the Multiplication Principle. Then perform the calculations.
Let the set
How many ways are there to choose a negative or an even number from
Let the set
How many ways are there to choose a positive or an odd number from
How many ways are there to pick a red ace or a club from a standard card playing deck?
How many ways are there to pick a paint color from 5 shades of green, 4 shades of blue, or 7 shades of yellow?
How many outcomes are possible from tossing a pair of coins?
How many outcomes are possible from tossing a coin and rolling a 6-sided die?
How many two-letter strings—the first letter from
and the second letter from
can be formed from the sets
and
How many ways are there to construct a string of 3 digits if numbers can be repeated?
How many ways are there to construct a string of 3 digits if numbers cannot be repeated?
For the following exercises, compute the value of the expression.
For the following exercises, find the number of subsets in each given set.
A set containing 5 distinct numbers, 4 distinct letters, and 3 distinct symbols
The set of even numbers from 2 to 28
The set of two-digit numbers between 1 and 100 containing the digit 0
For the following exercises, find the distinct number of arrangements.
The letters in the word “juggernaut”
The letters in the word “academia”
The letters in the word “academia” that begin and end in “a”
The symbols in the string #,#,#,@,@,$,$,$,%,%,%,%
The symbols in the string #,#,#,@,@,$,$,$,%,%,%,% that begin and end with “%”
The set,
consists of
whole numbers, each being the same number of digits long. How many digits long is a number from
(Hint: use the fact that a whole number cannot start with the digit 0.)
9
The number of 5-element subsets from a set containing
elements is equal to the number of 6-element subsets from the same set. What is the value of
(Hint: the order in which the elements for the subsets are chosen is not important.)
Can
ever equal
Explain.
Yes, for the trivial cases
and
If
then
If
then
Suppose a set
has 2,048 subsets. How many distinct objects are contained in
How many arrangements can be made from the letters of the word “mountains” if all the vowels must form a string?
A family consisting of 2 parents and 3 children is to pose for a picture with 2 family members in the front and 3 in the back.
A cell phone company offers 6 different voice packages and 8 different data packages. Of those, 3 packages include both voice and data. How many ways are there to choose either voice or data, but not both?
In horse racing, a “trifecta” occurs when a bettor wins by selecting the first three finishers in the exact order (1st place, 2nd place, and 3rd place). How many different trifectas are possible if there are 14 horses in a race?
A wholesale T-shirt company offers sizes small, medium, large, and extra-large in organic or non-organic cotton and colors white, black, gray, blue, and red. How many different T-shirts are there to choose from?
Hector wants to place billboard advertisements throughout the county for his new business. How many ways can Hector choose 15 neighborhoods to advertise in if there are 30 neighborhoods in the county?
An art store has 4 brands of paint pens in 12 different colors and 3 types of ink. How many paint pens are there to choose from?
How many ways can a committee of 3 freshmen and 4 juniors be formed from a group of
freshmen and
juniors?
How many ways can a baseball coach arrange the order of 9 batters if there are 15 players on the team?
A conductor needs 5 cellists and 5 violinists to play at a diplomatic event. To do this, he ranks the orchestra’s 10 cellists and 16 violinists in order of musical proficiency. What is the ratio of the total cellist rankings possible to the total violinist rankings possible?
A motorcycle shop has 10 choppers, 6 bobbers, and 5 café racers—different types of vintage motorcycles. How many ways can the shop choose 3 choppers, 5 bobbers, and 2 café racers for a weekend showcase?
A skateboard shop stocks 10 types of board decks, 3 types of trucks, and 4 types of wheels. How many different skateboards can be constructed?
Just-For-Kicks Sneaker Company offers an online customizing service. How many ways are there to design a custom pair of Just-For-Kicks sneakers if a customer can choose from a basic shoe up to 11 customizable options?
A car wash offers the following optional services to the basic wash: clear coat wax, triple foam polish, undercarriage wash, rust inhibitor, wheel brightener, air freshener, and interior shampoo. How many washes are possible if any number of options can be added to the basic wash?
Susan bought 20 plants to arrange along the border of her garden. How many distinct arrangements can she make if the plants are comprised of 6 tulips, 6 roses, and 8 daisies?
How many unique ways can a string of Christmas lights be arranged from 9 red, 10 green, 6 white, and 12 gold color bulbs?
ways and a second event with no common outcomes can occur in
ways, then the first or second event can occur in
ways
ways and a second event can occur in
ways after the first event has occurred, then the two events can occur in
ways; also known as the Multiplication Principle
ways and a second event can occur in
ways after the first event has occurred, then the two events can occur in
ways; also known as the Fundamental Counting Principle
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