Normal Distribution Probability Density Function

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10 Questions

What is the parameter representing the mean or expectation of the normal distribution?

$rac{1}{ ext{μ}}$

Which theorem states that the average of many samples of a random variable with finite mean and variance converges to a normal distribution?

Central limit theorem

What is the variance of a normal distribution with standard deviation $ ext{σ}$?

$ ext{σ}^2$

What type of distribution is often used to represent real-valued random variables in natural and social sciences?

Normal distribution

What does the parameter $ ext{σ}$ represent in the normal distribution?

$ ext{Standard deviation}$

What is the formula for calculating the standard score (z-score) of a raw score?

$z = \frac{x - \mu}{\sigma}$

What type of scores have positive standard scores according to the standard score definition?

Raw scores above the mean

What is another common term used interchangeably with 'standard score'?

z-score

When computing a z-score with only a sample of observations, what should be used instead of the population parameters?

Sample mean and sample standard deviation

What does a negative z-score indicate about a raw score in relation to the mean?

The raw score is below the mean

Test your knowledge of the probability density function for a normal distribution, including the parameters and its general form.

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