Normal Distribution Flashcards

1
Q

What is the notation for a normal distribution?

A

X ~ N ( µ, σ2 )

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2
Q

What can be said of the bell curve for normal distribution?

A
  • It is symmetrical (mean = median = mode)
  • Total area under the curve = 1 (probability)
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3
Q

When should you use the inverse normal distribution?

A

When given the probability of a value being greater than / less than another

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4
Q

P( X > a) = 0.4, how should you label the bell curve?

A

A shaded area of 0.6 for X < a

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5
Q

What does the inverse normal function calculate the probability of?

A

X < …..

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6
Q

What does normal pd find?

A

The probability X = a

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7
Q

What does normal cd find?

A

The probability X < a

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8
Q

How do you find the interquartile range of a normal distribution?

A
  • Upper limit 75%
  • Lower limit 25%
  • Find critical value at 75% using inverse normal and do the same for the critical value at 25%
  • Subtract values to give IQR
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9
Q

What should you use as the lower limit for a standardised normal distribution?

A

-999 not 0

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10
Q

When do you use the standard normal distribution?

A

To find σ & µ if they are unknown

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11
Q

What is the standard deviation and mean for a standard normal distribution?

A

Mean = 0
Standard deviation = 1

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12
Q

What is the formula for converting standard normal data to normal data ( z -> x)?

A

z = (x - µ)/σ

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13
Q

What are the steps for finding σ / µ?

A
  • Standard normal
  • Inverse normal
  • Use z/x formula
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14
Q

How do you draw the standard normal distribution?

A

Use the area given in the question and label up the mean as 0 and the standard deviation and +/- 1.
Then, use inverse normal

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15
Q

What must be the case in reference to the mean for both the sample mean distribution and normal distribution?

A

The mean which is tested in both cases should be the same

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16
Q

How do you calculate the standard deviation for a sample mean distribution, with n number of trials

A

σ2 / n

17
Q

The standard deviation of a normal distribution for bananas is 3g. A random sample of 16 bananas is carried out to attain a mean mass of 60g. What is the standard deviation of the sample mean distribution?

A

(32 / 16)1/2
= 3/4

18
Q

Which distribution must be used alongside a normal distribution when carrying out a hypothesis test?

A

Sample mean distribution

19
Q

What are the steps for carrying out a hypothesis test using a sample mean distribution?

A
  • Write out the null and alternative hypothesis
  • Draw out the distribution (two tail / one tail) and label significance level
  • Find the standard deviation for the sample mean distribution
  • Find the probability of a test statistic occuring and compare to the significance level
  • Alternatively, use the inverse normal distribution to find the critical value and compare to the test statistic
  • Write a conclusion either rejecting or accepting the null hypothesis