How do you know if two events are independent?

28. 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.
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How do you know if events are dependent or independent?

Independent Events
  1. Two events A and B are said to be independent if the fact that one event has occurred does not affect the probability that the other event will occur.
  2. If whether or not one event occurs does affect the probability that the other event will occur, then the two events are said to be dependent.
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How do you know if two events are independent examples?

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).
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What is the condition for two events independent?

Two events A and B are independent if and only if P(A∩B)=P(A)P(B). =P(A). Thus, if two events A and B are independent and P(B)≠0, then P(A|B)=P(A).
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What does it mean to have two independent events?

In probability, we say two events are independent if knowing one event occurred doesn't change the probability of the other event. For example, the probability that a fair coin shows "heads" after being flipped is 1 / 2 1/2 1/2 .
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Independent Events (Basics of Probability: Independence of Two Events)



What makes an event independent?

Two events are independent if the result of the second event is not affected by the result of the first event. If A and B are independent events, the probability of both events occurring is the product of the probabilities of the individual events.
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How do you prove two events are not independent?

To test whether two events A and B are independent, calculate P(A), P(B), and P(A ∩ B), and then check whether P(A ∩ B) equals P(A)P(B). If they are equal, A and B are independent; if not, they are dependent.
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What is an example of independent event?

Simple examples of independent events:

Owning a dog and having an aunt named Matilda. Taking a cab home and finding your favorite movie on cable. Buying a lottery ticket and finding a penny on the floor (your odds of finding a penny does not depend on your having bought a lottery ticket).
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How do you test for independence?

In the test for independence, the claim is that the row and column variables are independent of each other. This is the null hypothesis. The multiplication rule said that if two events were independent, then the probability of both occurring was the product of the probabilities of each occurring.
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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.
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What is chi squared test of independence used for?

The Chi-square test of independence is a statistical hypothesis test used to determine whether two categorical or nominal variables are likely to be related or not.
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What is Chi-square test used for?

A chi-square test is a statistical test used to compare observed results with expected results. The purpose of this test is to determine if a difference between observed data and expected data is due to chance, or if it is due to a relationship between the variables you are studying.
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What does Chi-square test tell?

The chi-square test is a hypothesis test designed to test for a statistically significant relationship between nominal and ordinal variables organized in a bivariate table. In other words, it tells us whether two variables are independent of one another.
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Which of these events are dependent?

Events are dependent if the outcome of one event affects the outcome of another. For example, if you draw two colored balls from a bag and the first ball is not replaced before you draw the second ball then the outcome of the second draw will be affected by the outcome of the first draw.
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How can we interpret the independent or conditional probability of two events?

A conditional probability can always be computed using the formula in the definition. Sometimes it can be computed by discarding part of the sample space. Two events A and B are independent if the probability P(A∩B) of their intersection A ∩ B is equal to the product P(A)·P(B) of their individual probabilities.
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How do you find dependent events?

Give the formula to find the probability of occurrence of A and B, when A and B are Dependent events. The probability of occurrence of A and B is given by the formula, P(A and B) = P(A) · P(B|A).
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How do you do a chi-square test of independence?

To calculate the chi-squared statistic, take the difference between a pair of observed (O) and expected values (E), square the difference, and divide that squared difference by the expected value. Repeat this process for all cells in your contingency table and sum those values.
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What is the difference between t-test and Chi-square?

Both chi-square tests and t tests can test for differences between two groups. However, a t test is used when you have a dependent quantitative variable and an independent categorical variable (with two groups). A chi-square test of independence is used when you have two categorical variables.
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What are the requirements for the chi-square test for independence?

Your data must meet the following requirements:
  • Two categorical variables.
  • Two or more categories (groups) for each variable.
  • Independence of observations. There is no relationship between the subjects in each group. ...
  • Relatively large sample size. Expected frequencies for each cell are at least 1.
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What is an independent event in probability?

Two events are independent if the occurrence of one event does not affect the chances of the occurrence of the other event. The mathematical formulation of the independence of events A and B is the probability of the occurrence of both A and B being equal to the product of the probabilities of A and B (i.e., P(A and B)
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Can two events be independent but not mutually exclusive?

Suppose two events have a non-zero chance of occurring. Then if the two events are mutually exclusive, they can not be independent. If two events are independent, they cannot be mutually exclusive.
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What does mutually independent mean?

A finite set of events is mutually independent if every event is independent of any intersection of the other events. —that is, if and only if for every and for every k indices , (Eq.3) This is called the multiplication rule for independent events.
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How can we determine that two events are not mutually exclusive?

If and are two non-mutually exclusive events, then the probability of or occuring is both of their probabilities added together and subtracting the probability of both of them occurring.
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Which statement is true about whether the conditions for a chi-square test for independence have been met?

Which statement is true about whether the conditions for a chi-square test for independence have been met? Not all of the expected cell counts are large enough to satisfy the conditions for the chi-square test for independence.
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