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Probability is the measure of how likely an event is to occur. Understanding how to calculate probabilities and the relationships between different events is fundamental in statistics.
The probability of an event is calculated as:
Example: The probability of rolling a on a fair -sided die:
The complement of an event is the event that does not occur.
If is the probability of , then the probability of the complement is:
Example: If ,
then .
Events are mutually exclusive if they cannot occur at the same time.
If and are mutually exclusive, then:
Example: The probability of rolling either a or a on a -sided die:
Two events are independent if the occurrence of one does not affect the occurrence of the other.
If and are independent, then:
Example: The probability of flipping a coin and getting heads, and rolling a die and getting a :
Conditional probability is the probability of an event occurring given that another event has already occurred. The conditional probability of given is:
Step 1: Work out the data in the probability question.
There are 26 red cards in the deck ( and )
2 of these are Aces.
Step 2: Insert this data into the formula
The probability that either event or event (or both) occur is given by:
Step 1: Calculate the probability of drawing a heart from a deck of cards.
There are 52 cards in a deck, and 13 of them are hearts.
Step 2: Calculate the probability of drawing an Ace from a deck of cards.
There are 52 cards in a deck, and 4 of them are Aces.
Step 3: Calculate the probability of drawing the Ace of Hearts from a deck of cards.
There are 52 cards in a deck, and only one of them is the Ace of Hearts.
Step 4: Using the formula, calculate the probability of drawing a card that is either a heart or an Ace from a deck of cards:
Use this formula:
Insert the values from the previous probability calculations.
The probability that both event and event occur is:
Step 1: Calculate the probability of drawing the first Ace.
There are 52 cards in a deck, and 4 of them are Aces.
Therefore the probability of drawing the first Ace is:
Step 2: Calculate the probability of drawing the second Ace.
Since one Ace has already been picked up there are now 51 cards in the deck, with 3 Aces.
Therefore the probability of drawing the second Ace is:
Step 3: Using the formula calculate the probability of drawing two Aces in a row without replacement from a deck of cards.
Example 1: Probability in a Dice Game Question: You roll two six-sided dice. What is the probability of getting a sum of ?
Step 1: Work out the Possible Outcomes that have a sum of 7
Possible outcomes, where the total on both dice adds up to 7:
There are 6 favourable outcomes.
Step 2: Work out the Total Possible Outcomes
Total possible outcomes: .
Step 3: Calculate the Probability
Use this formula:
Insert probability values
Example 2: Conditional Probability with Cards Question: What is the probability of drawing a King given that you have drawn a face card ()?
Step 1: Work out the data needed for the probability question.
There are 12 face cards in a deck (4 Jacks, 4 Queens, 4 Kings).
Step 2: Insert the data into the conditional probability formula
Probability of drawing a King given that a face card is drawn:
Example 3: Independent Events with Coin Tossing Question: You flip three coins. What is the probability of getting exactly two heads?
Step 1: Work out the possible outcomes of flipping exactly two heads.
Possible outcomes:
3 favourable outcome.
Step 2: Work out the total possible outcomes.
Total possible outcomes: .
Step 3: Insert the data into the Independent Events formula
Using the data from the question:
Calculating probabilities involves understanding the nature of the events (independent, mutually exclusive, etc.) and applying appropriate formulas. Whether dealing with simple events, combined events, or conditional probabilities, the key is to carefully analyze the problem, identify all possible outcomes, and calculate the likelihood of each outcome using the rules of probability. The examples provided illustrate how these concepts are applied in different scenarios.
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