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The random variable X has the following probability distribution

X0123
P(X)aabb

such that E(x²) = 2E(x), then the value of b is:

Solution

✅ Correct Option: 1

The sum of all probabilities must equal 1.

From the table:

  • P(X=0) = a
  • P(X=1) = a
  • P(X=2) = b
  • P(X=3) = b

a+a+b+b=1a + a + b + b = 1

2a+2b=12a + 2b = 1

a+b=12a + b = \frac{1}{2} ... (Equation 1)


The expected value is calculated as:

E(X)=0⋅a+1⋅a+2⋅b+3⋅bE(X) = 0 \cdot a + 1 \cdot a + 2 \cdot b + 3 \cdot b

E(X)=0+a+2b+3bE(X) = 0 + a + 2b + 3b

E(X)=a+5bE(X) = a + 5b


Similarly:

E(X2)=02⋅a+12⋅a+22⋅b+32⋅bE(X^2) = 0^2 \cdot a + 1^2 \cdot a + 2^2 \cdot b + 3^2 \cdot b

E(X2)=0+a+4b+9bE(X^2) = 0 + a + 4b + 9b

E(X2)=a+13bE(X^2) = a + 13b


Using the given condition E(X2)=2E(X)E(X^2) = 2E(X):

a+13b=2(a+5b)a + 13b = 2(a + 5b)

a+13b=2a+10ba + 13b = 2a + 10b

13b−10b=2a−a13b - 10b = 2a - a

3b=a3b = a ... (Equation 2)


Substituting Equation 2 into Equation 1:

3b+b=123b + b = \frac{1}{2}

4b=124b = \frac{1}{2}

b=18b = \frac{1}{8}

Therefore, the value of b=18b = \frac{1}{8}.

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