The probability density function f(x) of a random variable X which takes real values is
f(x)=32π1exp(−18x2),x∈(−∞,+∞)
Which one of the following statements is correct about the random variable X ?
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Solution
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Official answer: B) X is a normal random variable
Probability and Statistics
The general probability density function (PDF) of a normal (Gaussian) random variable X∼N(μ,σ2) is given by:
f(x)=σ2π1exp(−2σ2(x−μ)2),x∈(−∞,+∞)
Comparing this with the given PDF:
f(x)=32π1exp(−18x2)
We observe:
μ=0
σ=3
2σ2=2(32)=18
Therefore, X is a normal random variable with mean μ=0 and variance σ2=9.
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Probability and Statistics in GATE CSE
Probability and Statistics has 46 GATE CSE PYQs across 23 papers from 2011 to 2026. 9 of them are 1-mark MCQs like this one, and GATE CSE 2026 Set 2 has 2.
The probability density function f(x) of a random variable X which takes real values is f(x) = 13√(2 ) (-(x2)/(18) ), x ∈ (-∞, +∞) Which one of the following statements is correct about the random variable X ?