Finding the probabilities of combined events, if there are many different possible outcomes, can become complicated quite quickly. This article is going to give you an overview of ways to tackle probability problems involving combinations of events.
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Jetzt kostenlos anmeldenFinding the probabilities of combined events, if there are many different possible outcomes, can become complicated quite quickly. This article is going to give you an overview of ways to tackle probability problems involving combinations of events.
Suppose you know the probability of two events occurring. How would you go about finding the probability of both events occurring? How would you go about finding the probability of either events occurring? Questions like this will depend on the probabilistic relationship between the two events. There are many different approaches to take which will depend on the scenario you are given. This article will cover some of the scenarios that you may be faced with.
If we want to find the probability of a combined event, we must understand the relationship between the events. There are two types that you should look out for: independent and mutually exclusive events.
Two events are independent if the outcome of one does not affect the probability of the other. This is defined mathematically as:
.
In other words, if two events are independent, then the intersection of the events (i.e. the probability of A and B happening) is equal to the product of the events. This is something called the product rule or the 'and' rule.
A couple have two children. What is the probability that both are boys?
Solution
Given that there is an equal probability of having either a boy or a girl, the probability of one child being a boy is .
Since the outcome of the first child (whether the first child is a boy or a girl) doesn't effect the outcome of the second, we can say that the sex of each child is independent. Therefore:
Mutually exclusive events cannot occur at the same time.
If two events are mutually exclusive, the probability of either of the events occurring (but not both) equals the sum of the probabilities of the two events.
In other words, if two events are mutually exclusive and we want to find out the probability of either event occurring, we need to sum the probabilities of the two events. This is sometimes called the sum rule or the 'or' rule.
You roll a standard 6-sided dice. What is the probability that you roll either a 3 or a 5?
Solution
Since you cannot roll both 3 and 5 at the same time, these two events are mutually exclusive. This means that we can apply the 'sum' rule:
Listing outcomes may sometimes be a more practical way to find the probability of combined events. This method utilises the basic probability formula:
By listing all the possible outcomes, given that they are all equally likely to happen, you can find the probability of a particular combination of events.
You must be careful to list the outcomes systematically to ensure you don't miss out any outcomes.
There are 4 identical red apples. Two of them are poisonous and the remaining two are harmless. The poison isn't very strong, however. You will only die if you eat both poisonous apples consecutively.
You eat three of the apples. What is the probability that you live?
Solution
Let us denote the poisonous apples as 'P' and the regular apples as 'A'. The combination of all possible outcomes is as follows:
AAP, APA, PAA, PAP, PPA, APP
You will die only if you consume two poisonous apples consecutively. Therefore, you will survive if the outcome is AAP, APA, PAA or PAP. Using the basic probability formula:
Therefore the probability of surviving is
If you ever see the phrase "given that" in a question, it will definitely be a question about conditional probability. You could be asked to find the probability of event B given that A has occurred (using mathematical notation: , where "|" means "given that").
There is a rule which can be applied to these sorts of questions:
or
45% of pet owners own dogs, and 4% own both cats and dogs. Given that someone owns a dog, how likely is it that they also own a cat?
Solution
First, use the conditional probability formula to express the question mathematically:
Next, input the numbers from the question and compute the answer:
to 3 s.f.
It also may be beneficial to use a probability tree to find conditional probabilities. This method helps students analyse and visualise a question which may not be immediately obvious.
The rate of infection of a particular disease in a population is 1%. The test for this disease is accurate 99% of the time. Demonstrate this information using a probability tree.
Solution
If the test is 99% accurate, this means that:
We can illustrate this as follows:
The second column of branches, labelled "infected" and "healthy", indicate conditional probabilities.
For example, the outer branches indicate the probability that someone is infected given that they test positive:
We can use this diagram to, for example, find the probability that someone is infected given that they test negative. Read off the diagram as follows:
We can see that .
Another interpretation is that the information to the left of the "given that" symbol indicates the outcome of the first branch. The information to the right of the "given that" symbol indicates the outcome of the second set of branches.
Take the scenario in the example above. What is the probability that someone is both infected and tests negative?
Solution
First, reformulate the question using the conditional probability formula:
From our tree diagram above, we know that the probability that someone is infected given that they test negative is 0.01. We also know that the overall probability of someone testing negative is 0.99.
Input these probabilities and rearrange:
Therefore the probability of testing negative and being infected with the disease is 0.0099.
Combined events are scenarios that involve multiple different events.
There are various methods to find the probabilities of combined events, including the sum rule, the product rule, listing outcomes, conditional probability and tree diagrams.
An example of a probability of combined events is "the probability of flipping a coin twice and seeing two heads".
There are formulas for calculating independent events, mutually exclusive events and conditional probabilities.
There are rules for calculating independent events, mutually exclusive events and conditional probabilities.
What is systematic listing of outcomes?
Systematic listing of outcomes is the process of methodically listing all of the possible outcomes of an event in a way which ensures that no outcome is missed out.
When is systematic listing of events used?
Systematic listing of outcomes is used when an outcome is made up of a combination of events that result in a large amount of possible outcomes.
Why is systematic listing of outcomes used?
Systematic listing of outcomes makes the process of listing the outcome of events as accurate and efficient as possible.
What is a sample space diagram?
A sample space diagram is a table that lists all of the possible outcomes of an event that is decided by a combination of two separate events.
When should a sample space diagram be used?
If an outcome is determined by a calculation involving two individual events.
How are sample space diagrams created?
Sample space diagrams are created by creating a table, heading the columns with the outcomes of the first event and the rows with the outcomes of the second event. The boxes are filled with the result of the calculation of the corresponding headers.
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