In Problems 9–14, determine whether the distribution is a discrete probability distribution. If not, state why.
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
5. Binomial Distribution & Discrete Random Variables
Discrete Random Variables
Problem 6.1.32a
Textbook Question
"Video Poker The following table shows the net winnings from a \$1 bet in a video poker game.
a. Calculate and explain the expected net winnings from the player's perspective. Round your answer to three decimal places (nearest tenth of a penny).
"
Verified step by step guidance1
Identify the random variable and its possible values: Here, the random variable is the net winnings (profit) from a \$1 bet in video poker, with each outcome having a specific profit value and associated probability.
Recall the formula for the expected value (mean) of a discrete random variable: \(\displaystyle E(X) = \sum (x_i \times p_i)\), where \(x_i\) is the profit for outcome \(i\) and \(p_i\) is the probability of that outcome.
Multiply each profit value by its corresponding probability to find the weighted value for each outcome. For example, for Royal Flush, calculate \$799 \times 0.000023\(, for Straight Flush, calculate \)49 \times 0.000142$, and so on for all outcomes.
Sum all the weighted values obtained in the previous step to get the expected net winnings: \(E(X) = (799 \times 0.000023) + (49 \times 0.000142) + \ldots + (-1 \times 0.58076)\).
Interpret the result: The expected value represents the average net winnings per \$1 bet over a large number of plays. A positive expected value means the player expects to win on average, while a negative value means an expected loss.
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Key Concepts
Here are the essential concepts you must grasp in order to answer the question correctly.
Expected Value
Expected value is the weighted average of all possible outcomes, where each outcome is multiplied by its probability. It represents the long-term average result of a random event, such as net winnings in a game. Calculating expected value helps determine whether a game is favorable or not.
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Expected Value (Mean) of Random Variables
Probability Distribution
A probability distribution lists all possible outcomes of a random experiment along with their probabilities. In this context, it shows the likelihood of each poker hand occurring. Understanding the distribution is essential to correctly compute the expected value.
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Calculating Probabilities in a Binomial Distribution
Net Winnings (Profit) in Gambling
Net winnings refer to the profit or loss from a bet after accounting for the initial stake. Positive values indicate gains, while negative values indicate losses. Analyzing net winnings alongside probabilities allows players to assess the risk and reward of the game.
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