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ZWMath›Probability and statistics›Distributions›Normal distribution›ZW-NORMAL-DISTRIBUTION-008
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AreaProbability and statisticsCourseProbability and statisticsTopicDistributions
Probability foundations6
  • Sample space
  • Event
  • Probability measure
  • Classical probability
  • Addition rule
  • Permutations and combinations
Conditional probability4
  • Conditional probability
  • Independence of events
  • Law of total probability
  • Bayes' theorem
Random variables7
  • Random variable
  • Probability mass function
  • Probability density function
  • Cumulative distribution function
  • Expected value
  • Variance
  • Covariance
Distributions6
  • Bernoulli distribution
  • Binomial distribution
  • Poisson distribution
  • Uniform distribution
  • Exponential distribution
  • Normal distribution
Limit theorems3
  • Chebyshev inequality
  • Law of large numbers
  • Central limit theorem
Statistical inference6
  • Random sample
  • Sample mean
  • Estimator
  • Confidence interval
  • Hypothesis test
  • p-value

Exercise · ZW-NORMAL-DISTRIBUTION-008 · ★★☆ Intermediate

If \(Z\) is standard normal, what is \(E[Z^2]\)?

Choose one option.

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  • D. \(1\)

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Explanation

Since \(E[Z]=0\), \(E[Z^2]=\operatorname{Var}(Z)+E[Z]^2=1\).

Study Probability and statistics in ZWMath →

Review the concept: Normal distribution

A normal variable is a continuous variable with density \(f\) shaped like a symmetric bell, determined by its mean \(\mu\) and its standard deviation \(\sigma\).

\[f(x)=\dfrac{1}{\sigma\sqrt{2\pi}}\,e^{-\frac{(x-\mu)^2}{2\sigma^2}}\]

More practice problems: normal distribution

  • ZW-NORMAL-DISTRIBUTION-001 If Xsim N(5,9), what is the standard deviation of X?
  • ZW-NORMAL-DISTRIBUTION-002 If Xsim N(50,16), what is the standardized value z of x=58?
  • ZW-NORMAL-DISTRIBUTION-003 If Z is standard normal, what is P(Z≤0)?
  • ZW-NORMAL-DISTRIBUTION-004 If Xsim N(μ,1), at which point does the density reach its maximum?
  • ZW-NORMAL-DISTRIBUTION-005 If Z is standard normal, what is f_Z(0), the height of the density at 0?
  • ZW-NORMAL-DISTRIBUTION-006 If Xsim N(3,4), what distribution does Y=2X+1 have?
  • ZW-NORMAL-DISTRIBUTION-007 If Xsim N(100,225), by the 68-95-99.7 rule, P(85≤ X≤115) is approximately:
  • ZW-NORMAL-DISTRIBUTION-009 If Xsim N(μ,σ^2), approximately what is P(X≤μ+σ)?

← ZW-NORMAL-DISTRIBUTION-007 ZW-NORMAL-DISTRIBUTION-009 →

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