Probability Theory Flashcards
∈?
Included in the set
a c b?
-a is a subset of b
A n (B u C)?
(A n B) u (A n C)
A u (B n C)?
(A u B) n (A u C)
(AnB)^c ?
A^c u B^c
(AuB)^c?
A^c n B^c
Equation for mutual exclusive?
A∩B =∅
AnB meaning?
-both a and b happen
A u B meaning?
-either A or B happens
If a and b are pairwise disjoint (cannot both happen) what is probability of their union?
-sum of each probability
Axioms of probability?
Axiom 1: P(A) ≥ 0 for all events A.
Axiom 2: P(S) = 1.
Axiom 3: pairwise disjoint union rule
P(AuB)?
P(A) + P(B) - P(AnB)
Ordered with replacement?
n^k
Ordered without replacement?
n! / (n-k)!
Unordered with replacement?
(n+k-1)
( k )
Unordered without replacement?
(n) = n! / k! (n-k)!
(k)
Independent when?
P(AnB) = P(A)P(B)
Mutually exclusive?
-A ∩ B = ∅,
- P(A∩B) =0
P(AlB)?
P(AnB) / P(B)
Chain rule?
P(A1 n A2 n A3 …)
= P(A1) P(A2 l A1) P(A3 l A1 A2)
Total probability?
-use chain rule
-sum all paths to A
Bayes theorem intuition?
-working probability of one of multiple pathways to a probability
Bayes theorem equation if two pathways to A?
P(BlA) = P(AnB) / P(A)
= (AlB)P(B) / P(AlB)P(B) + P(AlB^c)P(B^C)