Math Problem Statement

Verify that the following function is a probability mass function, and determine the requested probabilities.

Solution

Let's break down the problem and solve each part step-by-step.

Given Function:

The probability mass function (PMF) is provided as: f(x)=4x+355,x=0,1,2,3,4f(x) = \frac{4x + 3}{55}, \quad x = 0, 1, 2, 3, 4

To verify that it is a probability mass function (PMF), we need to check two conditions:

  1. Each probability f(x)0f(x) \geq 0 for all values of xx.
  2. The sum of the probabilities over all possible values of xx should equal 1: x=04f(x)=1\sum_{x=0}^{4} f(x) = 1

Step 1: Check if the function is a valid PMF

We'll first calculate the values of f(x)f(x) for each xx.

For x=0x = 0: f(0)=4(0)+355=355f(0) = \frac{4(0) + 3}{55} = \frac{3}{55}

For x=1x = 1: f(1)=4(1)+355=755f(1) = \frac{4(1) + 3}{55} = \frac{7}{55}

For x=2x = 2: f(2)=4(2)+355=1155f(2) = \frac{4(2) + 3}{55} = \frac{11}{55}

For x=3x = 3: f(3)=4(3)+355=1555f(3) = \frac{4(3) + 3}{55} = \frac{15}{55}

For x=4x = 4: f(4)=4(4)+355=1955f(4) = \frac{4(4) + 3}{55} = \frac{19}{55}

Now, sum these values: 355+755+1155+1555+1955=5555=1\frac{3}{55} + \frac{7}{55} + \frac{11}{55} + \frac{15}{55} + \frac{19}{55} = \frac{55}{55} = 1

Since the sum is 1, the function satisfies the conditions of a probability mass function.

Step 2: Solve the given probability questions

(a) P(X=4)P(X = 4)

From the calculation above: P(X=4)=f(4)=1955P(X = 4) = f(4) = \frac{19}{55}

(b) P(X1)P(X \leq 1)

This is the probability that XX is 0 or 1: P(X1)=f(0)+f(1)=355+755=1055P(X \leq 1) = f(0) + f(1) = \frac{3}{55} + \frac{7}{55} = \frac{10}{55}

(c) P(2X<4)P(2 \leq X < 4)

This is the probability that XX is 2 or 3: P(2X<4)=f(2)+f(3)=1155+1555=2655P(2 \leq X < 4) = f(2) + f(3) = \frac{11}{55} + \frac{15}{55} = \frac{26}{55}

(d) P(X>10)P(X > -10)

Since XX can only take the values 0,1,2,3,40, 1, 2, 3, 4, and all of these are greater than -10, the probability is 1: P(X>10)=1P(X > -10) = 1

Final Answers:

  • (a) P(X=4)=1955P(X = 4) = \frac{19}{55}
  • (b) P(X1)=1055P(X \leq 1) = \frac{10}{55}
  • (c) P(2X<4)=2655P(2 \leq X < 4) = \frac{26}{55}
  • (d) P(X>10)=1P(X > -10) = 1

Would you like further details on any of these steps?

5 Related Questions:

  1. What is the general definition of a probability mass function?
  2. How would the PMF change if the probabilities didn't sum to 1?
  3. What is the difference between a PMF and a probability density function (PDF)?
  4. How can you calculate the cumulative distribution function (CDF) from a PMF?
  5. Can PMFs have negative values for any f(x)f(x)?

Tip:

Always verify that the sum of probabilities equals 1 when dealing with discrete distributions like PMFs to ensure it's valid.

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Math Problem Analysis

Mathematical Concepts

Probability Theory
Discrete Random Variables

Formulas

Sum of probabilities = 1
Probability mass function formula

Theorems

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Suitable Grade Level

College