Normal Distribution Flashcards

1
Q

Normal Distribution Notation

A

X ∼ N(μ, σ^2)

Remember to square root for σ before putting in calculator

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2
Q

Normal curve shape

A
Bell shaped
Peak at the mean μ
Symmetrical about the mean
Mean = median = mode as no skew
The x-axis is an asymptote
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3
Q

Area under a normal curve

A

Shows probabilities, total area = 1

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4
Q

P(X = x) for normal distribution

A

0 so P(X <= x) = P(X < x)

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5
Q

Normal distribution calculator

A

Use Ncd, with a comically large upper or lower if it is only a less than or greater than an X

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6
Q

Z

A

Z ∼ N(0, 1)

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7
Q

X to Z

A

Z = (X - μ)/σ and plug that value of Z into the standard normal distribution

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8
Q

Z to X

A

X = σZ + μ

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9
Q

Inverse normal calc

A

< means left, > means right

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10
Q

Finding an unknown σ and/or μ from a known probability

A

Find the Z value that would give it in the standard distribution and use X = σZ + μ
Can use simultaneous equations if both are unknown

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11
Q

Normal Hypothesis test

A

Population parameter, μ = value modelled as
H0: μ = population parameter
H1: μ >/!= population parameter (1/2 tail)
Significance level as a decimal
Code for z using (sqrt(n)(meanx - μ))/σ
Find the probability Z > z and compare to α

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12
Q

Normal two-tail hypothesis test

A

Carry out a one-tail with the side of the mean it’s on, compare to α/2

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13
Q

P (X = 7) binomial normal approximation

A

P(6.5 < Y < 7.5)

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14
Q

P (X <= 7) binomial normal approximation

A

P(Y < 7.5)

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15
Q

P (X < 7) binomial normal approximation

A

P(Y < 6.5)

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16
Q

Normal binomial approximation conditions

A

p ≈ 0.5
n is large

If p isn’t close to 0.5 it works if np and nq are both bigger than 5

Where q = 1-p (probability of failure)

17
Q

Binomial to normal μ and σ^2

A
μ = np
σ^2 = npq