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Given P(X=k) = c(2k+1) for k = 0, 1, 2, 3, what is the value of the constant c?

Mathematics

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Step-by-step solution

4 steps
  1. Understand the properties of a discrete probability distribution.

    For a discrete random variable, the sum of all possible probabilities must equal 1.
    Given P(X=k)=c(2k+1)P(X=k) = c(2k+1) for k∈{0,1,2,3}k \in \{0, 1, 2, 3\}.
    This means ∑k=03P(X=k)=1\sum_{k=0}^{3} P(X=k) = 1.

  2. Calculate the sum of the terms 2k+12k+1 for k=0,1,2,3k=0, 1, 2, 3.

    For k=0k=0, 2(0)+1=12(0)+1 = 1.
    For k=1k=1, 2(1)+1=32(1)+1 = 3.
    For k=2k=2, 2(2)+1=52(2)+1 = 5.
    For k=3k=3, 2(3)+1=72(3)+1 = 7.

  3. Set up the equation for the sum of probabilities.

    P(X=0)+P(X=1)+P(X=2)+P(X=3)=1P(X=0) + P(X=1) + P(X=2) + P(X=3) = 1 c(1)+c(3)+c(5)+c(7)=1c(1) + c(3) + c(5) + c(7) = 1 c(1+3+5+7)=1c(1+3+5+7) = 1 c(16)=1c(16) = 1 c=116c = \frac{1}{16}
  4. Evaluate the given options.

    • A. cc is determined by c=14c = \frac{1}{4} because the random variable has 4 possible values. This is incorrect. Our calculation shows c=116c = \frac{1}{16}.
    • B. cc can be any positive constant because the probabilities are all proportional and do not need to sum to 1. This is incorrect. Probabilities for a valid distribution must sum to 1.
    • C. cc must satisfy c=1∑k=03(2k+1)c = \frac{1}{\sum_{k=0}^{3} (2k+1)} ensuring the total probability equals 1. This statement correctly describes the method to find cc. As calculated in Step 3, ∑k=03(2k+1)=16\sum_{k=0}^{3} (2k+1) = 16, so c=116c = \frac{1}{16}. This matches our result.
    • D. cc equals 17\frac{1}{7} because the smallest positive normalization constant is always the reciprocal of the largest coefficient, here 7. This is incorrect. cc is the reciprocal of the sum of all coefficients, not just the largest one.

    The correct statement is C.

    C. c must satisfy c=1∑k=03(2k+1) ensuring the total probability equals 1.\boxed{\text{C. } c \text{ must satisfy } c = \frac{1}{\sum_{k=0}^{3} (2k+1)} \text{ ensuring the total probability equals 1.}}
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