3. What does the notation P(B|A) mean?
Table of contents
- 1. Intro to Stats and Collecting Data1h 14m
- 2. Describing Data with Tables and Graphs1h 55m
- 3. Describing Data Numerically2h 5m
- 4. Probability2h 16m
- 5. Binomial Distribution & Discrete Random Variables3h 6m
- 6. Normal Distribution and Continuous Random Variables2h 11m
- 7. Sampling Distributions & Confidence Intervals: Mean3h 23m
- Sampling Distribution of the Sample Mean and Central Limit Theorem19m
- Distribution of Sample Mean - Excel23m
- Introduction to Confidence Intervals15m
- Confidence Intervals for Population Mean1h 18m
- Determining the Minimum Sample Size Required12m
- Finding Probabilities and T Critical Values - Excel28m
- Confidence Intervals for Population Means - Excel25m
- 8. Sampling Distributions & Confidence Intervals: Proportion1h 25m
- 9. Hypothesis Testing for One Sample3h 29m
- 10. Hypothesis Testing for Two Samples4h 50m
- Two Proportions1h 13m
- Two Proportions Hypothesis Test - Excel28m
- Two Means - Unknown, Unequal Variance1h 3m
- Two Means - Unknown Variances Hypothesis Test - Excel12m
- Two Means - Unknown, Equal Variance15m
- Two Means - Unknown, Equal Variances Hypothesis Test - Excel9m
- Two Means - Known Variance12m
- Two Means - Sigma Known Hypothesis Test - Excel21m
- Two Means - Matched Pairs (Dependent Samples)42m
- Matched Pairs Hypothesis Test - Excel12m
- 11. Correlation1h 24m
- 12. Regression1h 50m
- 13. Chi-Square Tests & Goodness of Fit2h 21m
- 14. ANOVA1h 57m
4. Probability
Multiplication Rule: Independent Events
Problem 3.2.17
Textbook Question
Classifying Events Based on Studies In Exercises 15-18, identify the two events described in the study. Do the results indicate that the events are independent or dependent? Explain your reasoning.
17. A study found that there is no relationship between playing violent video games and aggressive or bullying behavior in teenagers. (Source: The Royal Society Publishing)
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Identify the two events described in the study. In this case, the two events are: (1) playing violent video games and (2) exhibiting aggressive or bullying behavior in teenagers.
Understand the concept of independence in probability. Two events are independent if the occurrence of one event does not affect the probability of the occurrence of the other event.
Analyze the study's findings. The study states that there is no relationship between playing violent video games and aggressive or bullying behavior. This suggests that the probability of one event occurring is not influenced by the other.
Conclude that the events are independent based on the study's findings. Since the study explicitly states there is no relationship, the events do not affect each other.
Explain the reasoning. Independence is determined by the lack of a causal or statistical relationship between the two events, as indicated by the study's results.
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Key Concepts
Here are the essential concepts you must grasp in order to answer the question correctly.
Independent Events
Independent events are those whose occurrence does not affect the probability of the occurrence of another event. In probability theory, two events A and B are independent if the probability of both occurring together is equal to the product of their individual probabilities, P(A and B) = P(A) * P(B). Understanding this concept is crucial for determining whether the results of a study suggest a relationship between the events being analyzed.
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Dependent Events
Dependent events are events where the occurrence of one event affects the probability of the other event occurring. For example, if event A influences the likelihood of event B, then they are considered dependent. In the context of the study mentioned, if playing violent video games were found to influence aggressive behavior, the two events would be dependent, indicating a relationship between them.
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Statistical Significance
Statistical significance refers to the likelihood that a relationship between two or more variables is caused by something other than mere chance. In studies, researchers often use p-values to determine significance, with a common threshold being p < 0.05. In the context of the study on video games and aggression, finding no significant relationship suggests that any observed effects are likely due to random variation rather than a true causal link.
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