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Probability and Statistics

GATE CSE 2026 Set 2 · Q14

MCQ1 markEasy

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The probability density function f(x)f(x) of a random variable XX which takes real values is f(x)=132πexp⁡(−x218),x∈(−∞,+∞) f(x) = \frac{1}{3\sqrt{2\pi}} \exp\left(-\frac{x^2}{18}\right), \quad x \in (-\infty, +\infty) Which one of the following statements is correct about the random variable XX ?

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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)X \sim \mathcal{N}(\mu, \sigma^2) is given by:

f(x)=1σ2πexp⁡(−(x−μ)22σ2),x∈(−∞,+∞)f(x) = \frac{1}{\sigma\sqrt{2\pi}} \exp\left(-\frac{(x - \mu)^2}{2\sigma^2}\right), \quad x \in (-\infty, +\infty)

Comparing this with the given PDF:

f(x)=132πexp⁡(−x218)f(x) = \frac{1}{3\sqrt{2\pi}} \exp\left(-\frac{x^2}{18}\right)

We observe:

  • μ=0\mu = 0

  • σ=3\sigma = 3

  • 2σ2=2(32)=182\sigma^2 = 2(3^2) = 18

Therefore, XX is a normal random variable with mean μ=0\mu = 0 and variance σ2=9\sigma^2 = 9.

Hence, option (B) is correct.

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This Probability and Statistics previous year question is Q14 of the GATE CSE 2026 Set 2 paper. Find more GATE CSE PYQs on Probability and Statistics in Engineering Mathematics, or browse all GATE CSE PYQs.

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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.

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GateAI solution cardGATE CSE 2026 Set 2 · Q14 · MCQ

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 ?

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Independent practice explanation verified by the GateAI team. GATE is conducted by the IITs; question text follows the official paper.