Normal Distribution, Confidence Intervals for the Mean ...
ļ»æContinuous Probabilities:
Normal Distribution, Confidence Intervals for the Mean, and Sample Size
The Normal Distribution
Normal (Gaussian) distribution: a symmetric distribution, shaped like a bell, that is completely described by its mean and standard deviation.
Mean or x
Tail
Every distribution has 2 tails.
Standard Deviation or sd
? There are an infinite number of "normal" curves.
? To be useful, the normal curve is standardized to a mean of 0 and a standard deviation of 1.
? This is called a standard normal curve.
To use the standard normal curve, data must first be converted to z-scores.
Z-score: a transformation that expresses data in terms of standard deviations from the mean.
- =
For example: We have a sample that has a mean of 8 and a standard deviation of 2.53. What is the z-score of an observation from this data set that has a value of 13?
13 - 8 = 2.53 = 1.98
Therefore, a value of 13 in this data set is 1.98 standard deviations from the mean.
We can use the z-table to find out the probability of picking a number >= 13 from this data set.
13
Probability of < 13
Probability of 13
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