Math Problem Statement

Determine whether the table represents a discrete probability distribution. Explain why or why not.

Solution

To determine whether this table represents a discrete probability distribution, we need to verify that it satisfies two key conditions for probability distributions:

  1. Non-negative Probabilities: All values in the probability column, P(x)P(x), must be non-negative (i.e., each probability must be greater than or equal to zero).
  2. Sum of Probabilities Equals 1: The probabilities of all outcomes must sum up to 1.

Let’s examine each condition for the given table:

Given Table

xxP(x)P(x)
560.3
650.3
760.2
86-0.3
  1. Non-negative Probabilities: The value P(86)=0.3P(86) = -0.3 is negative, which violates the first condition.
  2. Sum of Probabilities: If we were to add up the probabilities: 0.3+0.3+0.2+(0.3)=0.50.3 + 0.3 + 0.2 + (-0.3) = 0.5 This sum is not equal to 1, which violates the second condition.

Since both conditions are violated, this table does not represent a discrete probability distribution.

Would you like further details or have any other questions about this solution?

Related Questions

  1. What are the basic requirements for a probability distribution?
  2. How would you adjust the values in this table to make it a valid probability distribution?
  3. What distinguishes a discrete probability distribution from a continuous one?
  4. Can probabilities ever be negative in any kind of probability model?
  5. How do you calculate the mean of a discrete probability distribution?

Tip

When verifying a probability distribution, always check both the sum of probabilities and ensure all probabilities are non-negative.

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Math Problem Analysis

Mathematical Concepts

Probability
Discrete Probability Distribution

Formulas

Sum of probabilities equals 1
All probabilities must be non-negative

Theorems

Basic Properties of Probability Distributions

Suitable Grade Level

College Level - Statistics