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how do you know if probabilities are independent

by Miss Samanta Rutherford Published 3 years ago Updated 2 years ago
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There are three simple ways to check for independence:

  1. Is P (A) × P (B) = P (A and B)?
  2. Is P (B|A) = P (B)?
  3. Is P (A|B) = P (A)?

Events A and B are independent if the equation P(A∩B) = P(A) · P(B) holds true. You can use the equation to check if events are independent; multiply the probabilities of the two events together to see if they equal the probability of them both happening together.

Full Answer

How do you calculate independent probability?

  • Find your event. First, you need to figure out what variable helps you determine the probability. ...
  • Find all the outcomes. Next, you need to find the total number of outcomes you can get in this situation. ...
  • Find your desired outcome. You need to figure out how many chances there are for your desired outcome to happen. ...
  • Do your calculation. ...

What is the formula for independent probability?

Probability is: (Number of ways it can happen) / (Total number of outcomes) Dependent Events (such as removing marbles from a bag) are affected by previous events. Independent events (such as a coin toss) are not affected by previous events. We can calculate the probability of two or more Independent events by multiplying.

Is probability independent or dependent?

When trying to determine whether events are dependent or independent, consider how the incidence of one event affects the probability of the other. If the probability is affected, then the events are dependent. If there is no effect on the probability, then the events are independent. Conditional Probability and Independent Events

What is the probability formula for independent events?

  • The probability of independent events occurring in sequence can be found by multiplying the results together.
  • If the probability of one event does not affect the probability of another event, the events are independent.
  • If the probability of one event affects the probability of another event, the events are dependent.

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How do you know if probability is dependent or independent?

Dependent events influence the probability of other events – or their probability of occurring is affected by other events. Independent events do not affect one another and do not increase or decrease the probability of another event happening.

What Makes a probability independent?

In probability, we say two events are independent if knowing one event occurred doesn't change the probability of the other event.

How do we determine if two events are independent?

Events A and B are independent if: knowing whether A occured does not change the probability of B. Mathematically, can say in two equivalent ways: P(B|A) = P(B) P(A and B) = P(B ∩ A) = P(B) × P(A).

How do you prove independence in probabilities?

Recall that two events are independent when neither event influences the other. That is, knowing that one event has already occurred does not influence the probability that the other event will occur....There are three simple ways to check for independence:Is P(A) × P(B) = P(A and B)?Is P(B|A) = P(B)?Is P(A|B) = P(A)?

What is an example of an independent event in probability?

Independent Events And Probability. Independent events are those events whose occurrence is not dependent on any other event. For example, if we flip a coin in the air and get the outcome as Head, then again if we flip the coin but this time we get the outcome as Tail.

How do you prove independence of two random variables?

If X and Y are two random variables and the distribution of X is not influenced by the values taken by Y, and vice versa, the two random variables are said to be independent. Mathematically, two discrete random variables are said to be independent if: P(X=x, Y=y) = P(X=x) P(Y=y), for all x,y.

What are 2 examples of independent events?

Here are some INDEPENDENT events:You flip a coin and get a head and you flip a second coin and get a tail. The two coins don't influence each other.The probability of rain today and the probability of my garbage being collected today; The garbage will be collected, rain or shine.

How do you tell if an event is independent or mutually exclusive?

The difference between mutually exclusive and independent events is: a mutually exclusive event can simply be defined as a situation when two events cannot occur at same time whereas independent event occurs when one event remains unaffected by the occurrence of the other event.

What is the difference between independent and dependent events?

Independent Events: the probability of one event DOES NOT effect the probability of a 2nd event. Dependent Events: the probability of one event DOES effect the probability of a 2nd event.

What is a dependent event in probability?

Dependent events: Two events are dependent when the outcome of the first event influences the outcome of the second event. The probability of two dependent events is the product of the probability of X and the probability of Y AFTER X occurs.

What are 2 examples of independent events?

Here are some INDEPENDENT events:You flip a coin and get a head and you flip a second coin and get a tail. The two coins don't influence each other.The probability of rain today and the probability of my garbage being collected today; The garbage will be collected, rain or shine.

What is dependent events in probability?

Dependent events: Two events are dependent when the outcome of the first event influences the outcome of the second event. The probability of two dependent events is the product of the probability of X and the probability of Y AFTER X occurs.

Is mutually exclusive the same as independent?

The difference between mutually exclusive and independent events is: a mutually exclusive event can simply be defined as a situation when two events cannot occur at same time whereas independent event occurs when one event remains unaffected by the occurrence of the other event.

Why two events Cannot be mutually exclusive and independent?

If two events are mutually exclusive then they do not occur simultaneously, hence they are not independent.

What are Independent Events?

In Probability, the set of outcomes of an experiment is called events. There are different types of events such as independent events, dependent events, mutually exclusive events, and so on.

What is the difference between independent and mutually exclusive events?

Mutually exclusive events. They cannot be specified based on the outcome of a maiden trial. They are independent of trials.

How to calculate the chances of two or more independent events?

We can calculate the chances of two or more independent events by multiplying the chances.

What is the probability of 1 2?

So the probability = 1 2 = 0.5

What are some examples of random events?

The toss of a coin, throwing dice and lottery draws are all examples of random events.

What is the chance of winning the big money?

So your chance of winning the big money is 0.1 (which is the same as 1/10).

Is an independent event affected by previous events?

Independent Events are not affected by previous events.

How to find the probability of events A and B?

The probability of either of events A and B taking place is found by finding the sum of the individual probabilities of both events and subtracting the joint probability of the two events.

What is conditional probability?

Remember that conditional probability is the probability of an event A occurring given that event B has already occurred. If two events are independent, the probabilities of their outcomes are not dependent on each other. Therefore, the conditional probability of two independent events A and B is:

Why is statistics important in finance?

Basic Statistics Concepts for Finance A solid understanding of statistics is crucially important in helping us better understand finance. Moreover, statistics concepts can help investors monitor. and probability theory, independent events are two events wherein the occurrence of one event does not affect the occurrence of another event or events.

What is hypothesis testing?

Hypothesis Testing Hypothesis Testing is a method of statistical inference. It is used to test if a statement regarding a population parameter is correct. Hypothesis testing

What is correlation in statistics?

Correlation A correlation is a statistical measure of the relationship between two variables. The measure is best used in variables that demonstrate a linear relationship between each other. The fit of the data can be visually represented in a scatterplot.

When to use the rule of multiplication?

The rule of multiplication is used when we want to find the probability of events occurring simultaneously ( it is also known as the joint probability of independent events). The rule of multiplication states the following: In other words, if you want to find the probability of both events A and B taking place, you should multiply ...

Is independent event a simultaneous event?

The concept of independent events is not related to the simultaneous occurrence of the events, but it is only concerned with the influence of the occurrence of one event on another.

Why do we use probability?

You’ve used probability to describe the likelihood of events occurring. In this lesson, you will investigate how you can calculate the probability of two or more events. Probability is used to describe how likely something is to happen. For example, you may have heard the weather forecaster describe the chances that it will rain today.

How to calculate probability of two events occurring for each player?

Now, calculate the probability of both events occurring for each player by multiplying the probability of the first event and second event together.

Which principle allows us to calculate the probability of two or more events occurring?

The principle that allows us to calculate the probability of two or more events occurring is also called the Multiplication Rule and is written as follows:

What is the ratio of the number of desired outcomes?

Probability is formally defined as the ratio of the number of desired outcomes (what you want to happen) to the number of total possible outcomes (what could possibly happen). Probability is a ratio, so it can be expressed as a fraction, a decimal, or a percent.

What is dependent event?

These events are called dependent events since the outcome of the second (or third) event depends on the outcome of the first event.

When you roll a pair of cubes, does the number that lands on the top face of one number?

For example, when you roll a pair of number cubes, the number that lands on the top face of one number cu be does not affect the number that lands on the top of the second number cube. When there is an independent relationship between two or more events, those events are called independent events. Consider the spinner shown.

Is the second spin dependent on the first spin?

That is, the results of the second spin do not depend on the results of the first spin. Since that is the case, we can call these events independent events.

What does it mean to find the probability of two events?

Given two events, A and B , to “find the probability of A and B” means to find the probability that event A and event B both occur.

Is the name we choose the first time dependent on the second draw?

Solution: In this example, the name we choose the first time affects the probability of choosing a boy name during the second draw. Thus, the two events are dependent.

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Independent Events

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Independent Events are not affectedby previous events. This is an important idea! A coin does not "know" it came up heads before. And each toss of a coin is a perfect isolated thing. Some people think "it is overdue for a Tail", but really trulythe next toss of the coin is totally independent of any previous tosses. Saying "a Tail is due…
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Probability of Independent Events

  • "Probability" (or "Chance") is how likelysomething is to happen. So how do we calculate probability?
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Two Or More Events

  • We can calculate the chances of two or more independent events by multiplyingthe chances. So each toss of a coin has a ½ chance of being Heads, butlots of Heads in a rowis unlikely. You can have a play with the Quincunxto see how lots of independent effects can still have a pattern.
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Notation

  • We use "P" to mean "Probability Of", So, for Independent Events: P(A and B) = P(A) × P(B) Probability of A and B equals the probability of A times the probability of B
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One More Example

  • Imagine there are two groups: 1. A member of each group gets randomly chosen for the winners circle, 2. thenone of those gets randomly chosen to get the big money prize: What is your chance of winnning the big prize? 1. there is a 1/5 chanceof going to the winners circle 2. and a 1/2 chanceof winning the big prize So you have a 1/5 chance followed by a 1/2 chance ... which mak…
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Coincidence!

  • Many "Coincidences" are, in fact, likely. Can you think of other cases where a "coincidence" was simply a likely thing?
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