Probability Flashcards

1
Q

random trial

A
  • process or experiment that has 2+ possible outcomes whose occurrence cannot be predicted with certainty
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2
Q

event (of interest)

A
  • any potential subset/options from all the potential outcomes
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3
Q

probability

A
  • proportion of times the event would occur if we repeated a random trial over and over again under the same conditions, the true relative frequency
  • ranges from 0 - 1
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4
Q

proportion

A
  • fraction of individuals having a particular attribute

- (number with attribute)/n

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5
Q

mutually exclusive

A
  • 2 events are mutually exclusive if they cannot both be true
  • P[A and B] = 0
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6
Q

probability distribution (2)

A
  • describes the true relative frequency of all possible values of a random frequency
  • list of the probabilities of all mutually exclusive outcomes of a random trial
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7
Q

the addition principle

A
  • it two events A and B are mutually exclusive then : P[A OR B] = Pr[A] + Pr[B]
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8
Q

what is the probability of an event not occurring?

A
  • Pr[not A] = 1 - Pr[A]
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9
Q

general addition rule

A
  • Pr[A or B] = Pr[A] + Pr[B] - Pr[A and B]
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10
Q

independence

A
  • two events are independent if the occurrence of one gives no info about whether the second will occur
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11
Q

multiplication rule

A
  • if two events A and B are independent, then: Pr[A AND B] = Pr[A] x Pr[B]
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12
Q

when probability statements use “OR”

A
  • involves addition: Pr[A or B] = Pr[A] + Pr[B], of the 2 events are mutually exclusive
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13
Q

when probability statements use “AND”

A
  • involves multiplication: Pr[A and B] = Pr[A] x Pr[B] when A and B are independent
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14
Q

what is the general formulae for “at least one” out of n independent trials

A

Pr[at least one A] = 1 - (1 - Pr[A])^n

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15
Q

dependent events

A
  • probability of one event depends on the outcome of another event
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16
Q

conditional probability

A
  • probability of event occurring given that a condition is met
  • Pr[X|Y] = probability of X “given” Y
17
Q

general multiplication rule

A

Pr[A AND B] = Pr[A] * Pr[B|A]

18
Q

law of total probability

A

the probability of an event, A, is:

Pr[A] = All values of Pr[B] * Pr[A|B]

where B represents all possible mutually exclusive values of the conditions