3. Probability Theory Flashcards
What is probability?
the proportion of times an event occurs when a random trial is repeated under the same conditions.
What is random trial?
a process/experiment with 2+ possible outcomes were the occurrence cannot be predicted with certainty
What is an outcome?
possible results of a trial
What is an event?
an actual result of a trail from subset of possible outcomes
What does ‘mutually exclusive’ mean?
When two events cannot occur at the same time
What is a probability distribution?
the true relative frequency of all possible values of a discrete random variable
What is a probability density function?
the true relative frequency of all possible values of a
continuous random variable
What is the General Addition Rule for Probabilities and how do you use it?
P(A or B) = P(A) + P(B)
- if A and B are mutually exclusive
P(A or B) = P(A) + P(B) - P(A and B)
- if A and B are not mutually exclusive
What does it mean if events are independent?
Occurrence of one event does not predict the occurrence of the second event
What is the General Multiplication Rule and how do you use it?
P(A and B) = P(A)P(B|A)
- If A and B are independent then P(B|A) = P(B)
How do you use a probability tree?
nodes are outcomes
branches are probabilities
add vertically
multiply horizontally
What is the Law of Total Probability and how do you use it?
P(A) = ∑ P(B)P(A|B)
- B represents all the possble mutually exclusive values of conditions
example:
https://www.probabilitycourse.com/chapter1/1_4_2_total_probability.php#:~:text=Law%20of%20Total%20Probability%3A,)P(Bi).