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Understanding Conditional Probability and Independence
Oct 14, 2024
Lecture Notes: In-Class Activity 7C
Introduction
Focus on using concepts over formulas.
Information will be presented in tables.
Goal: Answer questions using tables, not theoretical values.
Basics of Probability
Probability of an event = Number of favorable outcomes / Total number of outcomes.
In a two-way table:
Subtotal / Grand total for basic probability.
Conditional Probability
Probability of an event given another event has occurred.
Changes focus from grand total to a subtotal.
Example: Probability of being left-handed given that the person is female.
Examples
Bike Riding in Snow:
Probability is low; condition: snow on the ground.
Political Beliefs:
Example of likelihood of holding conflicting beliefs based on known beliefs.
Definitions
Mutually Exclusive Events:
Cannot happen at the same time.
Independent Events:
One event does not affect the probability of the other.
Tests
Independence:
Does knowing event A help predict event B?
Mutually Exclusive:
No overlap or shared outcomes.
Two-Way Tables
Tables with rows and columns for different categories (e.g., energy spending, child care spending).
Subtotals and grand totals.
Use for calculating probabilities.
Calculating Probabilities
Use table to find simple and conditional probabilities.
Example: Probability of thinking U.S. spends too much on child care.
Conditional Probability Calculation
Focus on the given condition; this becomes the new denominator (subtotal).
Example: Probability of spending too little on energy given too little on child care.
Test of Independence
Formula: P(A given B) = P(A)
Example: Test for race and political affiliation.
Mutually Exclusive vs. Independent
Mutually exclusive: Events cannot occur simultaneously; related and not independent.
Example: Being pregnant and male are mutually exclusive.
Practice Problems
Fill in probability tables and answer questions based on conditions.
Use subtotals for conditional probabilities.
Conclusion
Importance of understanding the difference between independent and mutually exclusive events.
Practice recommended with 20-minute to 1-hour breaks to improve retention.
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