Math Problem Statement

  1. Suppose that our random variable x  has pmf f(x)=cx  for x=1,2,3,4 . Determine the value of c.

Solution

To determine the value of cc, we need to use the property that the sum of the probabilities for a discrete random variable must equal 1. In this case, the random variable xx has a probability mass function (pmf) given by f(x)=cxf(x) = c \cdot x for x=1,2,3,4x = 1, 2, 3, 4.

That is,

f(x)=cxf(x) = c \cdot x

To find cc, we sum the probabilities over all possible values of xx and set the sum equal to 1:

f(1)+f(2)+f(3)+f(4)=1f(1) + f(2) + f(3) + f(4) = 1

Substitute f(x)=cxf(x) = c \cdot x for each value of xx:

c1+c2+c3+c4=1c \cdot 1 + c \cdot 2 + c \cdot 3 + c \cdot 4 = 1

c(1+2+3+4)=1c(1 + 2 + 3 + 4) = 1

c(10)=1c(10) = 1

Solve for cc:

c=110c = \frac{1}{10}

Thus, the value of cc is 110\frac{1}{10}.

Do you want more details or have any questions?

Here are 5 related questions to consider:

  1. What is the expected value E(x)E(x) for this random variable?
  2. How would you compute the variance of xx?
  3. If the values of xx changed to x=2,4,6,8x = 2, 4, 6, 8, how would you adjust the pmf and find the new cc?
  4. How would the pmf change if the range of xx included 5 as well?
  5. How would you calculate the cumulative distribution function (CDF) for this random variable?

Tip: Always verify that your pmf satisfies the condition that the total probability sums to 1 to ensure correctness.

Ask a new question for Free

By Image

Drop file here or Click Here to upload

Math Problem Analysis

Mathematical Concepts

Probability
Discrete Random Variables
Probability Mass Function (PMF)

Formulas

Sum of probabilities: Σ f(x) = 1
f(x) = c * x for x = 1, 2, 3, 4

Theorems

Total Probability Theorem

Suitable Grade Level

College-level Probability and Statistics