Probability Flashcards
Define unimodal and bimodal
one peak vs 2 peaks in histogram
define postive skew
tail towards larger values. This causes mean to be further towards the right than the median.
N vs n?
N= large population n= sample population
proof that sample mean on a balance beam is where the clockwise and anti clockwise moment is =
probability lecture 1. 20 mins
what is variance?
how spread out the data is
Define: A,B A u B A n B A' A/B'
first A and B A or B A and B Not A A but not B
If A n B is not 0 how does A effect B
A doesnt effect B, both are mutually exclusive.
What are the three axioms of probability theory?
Axiom 1: For any event A ⊂ S, P(A) ≥ 0.
Axiom 2: P(S) = 1
Axiom 3: If A1, A2, A3, … is an infinite collection of mutually-exclusive events, then P(A1 ∪ A2 ∪ A3 ∪ …) = 1
what are the properties of probability?
- For any event A, P(A) = 1 − P(A
0
). - Monotonicity: if A ⊆ B then P(A) ≤ P(B).
- Probability of the empty set: P(Ø) = 0.
- Numerical bound: 0 ≤ P(A) ≤ 1.
- P(A ∪ B) = P(A) + P(B) − P(A ∩ B)
in conditional probability when are two events independent?
Two events are independent if P(A|B) = P(A)
Proposition: Two events A and B are independent if and only if
P(A ∩ B) = P(A)P(B).
what is a bernoulli random variable?
variable which only takes values 1 or 0
.
what is the cumulative distribution function?
total probability until value of x reached. lec 2 23mins