Probability and Uncertainty Flashcards

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1
Q

Probability let’s us quantify _______.

A

uncertainty

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2
Q

Experiment: rolling a die
Sample space:
Event:

A

Sample space: 1,2,3,4,5,6
Event: even (2,4,6)

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3
Q

What is a hit?

A

The occurrence of an event

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4
Q

T or F
Probability can be any number.

A

False, probability is between 0 and 1.

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5
Q

Mutually exclusive probabilities add up to _______.

A

1

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6
Q

Classical approach

A

possible outcomes for E / total possible outcomes

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7
Q

Relative frequency approach

A

of trials where E occurs / total # of trials

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8
Q

Subjective approach

A

based on best guess, should be guided by existing information/research

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9
Q

When do we use the subjective approach?

A

When trials are not possible

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10
Q

Unions

A

A or B
disjunctions

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11
Q

Intersections

A

A and B
conjunctions

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12
Q

Marginal vs. Joint probability

A

marginal: simple
joint: 2+ variables

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13
Q

Conditional probability

A

Probability of _______ based on _______.

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14
Q

Independent events

A

the occurrence of one does not predict the occurrence of another

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15
Q

Race and sex are independent events.

What is P(Female|Black)?

A

P(Female|Black) = P(Female)

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16
Q

Dependent events

A

the occurrence of one helps predict the occurrence of another

17
Q

Gender and political party are dependent events in the House of Representatives.

T or F
P(Female|Democrat) = P(Female)

A

False, this would be true if they were independent.

18
Q

What is the probability rule for the conjunction of two independent events?

A

P(A and B) = P(A) x P(B)

19
Q

What is the probability rule for the conjunction of two dependent events?

A

P(A and B) = P(A) x P(B|A) = P(B) x P(A|B)

20
Q

Does rolling a six on two dice at once represent independent or dependent events?

A

Independent

21
Q

Does drawing two spades from a deck of cards without replacing cards represent independent or dependent events?

A

Dependent

22
Q

What are two cautions in testing for independence?

A
  1. Testing whether P(A|B) = P(B|A) does not test independence
  2. You cannot assume independence
23
Q

T or F
P(A|B) = P(B|A)

A

False, for example, all pregnant people have a uterus but not all people with a uterus are pregnant.

24
Q

T or F
P(A|B) = P(B|A) when P(A) = P(B)

A

True

25
Q

Random variable

A

variable whose value is a numerical outcome of a random process

26
Q

The mean of X is sometimes called the _______ of X or the _______ of X, written as _______.

A

expected value, expectation, E(X)