M14: Continuous Probability Distributions Flashcards

1
Q

Random variable

A

Numerical measurement of the outcome of a random phenomenon

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2
Q

Parameters

A

a) mu - Population mean
b) Sigma - Population STDV

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3
Q

Continuous random variable

A

One that has an infinite number of possible outcomes

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4
Q

Smooth curve (Distribution) and Probabilities

A

Smoothed out histogram
a) Probabilities can be represented as areas under a density curve
b) Total area = 1

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5
Q

What is the probability of a specific outcome?

A

Each outcome has a zero probability of happening, but we can assign probabilities to intervals

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6
Q

Features of normal distribution

A

a) Bell-shaped
b) Symmetric
c) Centered at their mean with standard deviation

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7
Q

Notation

A

X~N(mean, stdv)

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8
Q

Empirical rule (Proportions)

A

a) 68% within 1 stdv
b) 95% within 2 stdv
c) 99.7% within 3 stdv

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9
Q

Standardized observations (Z-scores)

A

z = (x - mean) / stdv

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10
Q

What does the z-score tell you?

A

How many STDV above or below the mean an observation x is

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11
Q

Standard normal distribution

A

Z ~ N(0,1)

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