Scientific Question: Question created by an experimenter
Experiment: Task to collect info that answers a scientific question
Sample Space: $\Omega$ set of all possible outcomes of an experiment
- E.g. $\Omega=\{H,T\}$ is the sample space for flipping a coin
- E.g. $\Omega=\{HH,TT,HT,TH\}$ is the sample space for flipping two coins
Events: Subsets of $\Omega$
- May be combined by set operations $\cup,\cap,A^c$
- $1 \ge P(A) \ge 0$: Probability of A
- $P(\Omega)=1=P(A)+P(A^c)$
Set Operations:
- Intersection: $\cap$, Union: $\cup$
- $A=A \cap B^C+A \cap B$
- $A\cup B = (A \cap B^C) \cup (A\cap B) \cup (A^C \cap B)$
- $P(A\cup B)=P(A)+P(B)-P(A \cap B)$
Properties
- Mutually Exclusive / Disjoint: No common elements between the two sets $A\cap B=\emptyset$
- $P(A \cup B) = P(A) + P(B)$ if $A,B$ are mutex
- DeMorgan’s Laws: $(A \cup B)^c = A^c \cap B^c, (A\cap B)^c = A^c \cup B^c$
- Independent: $A$ and $B$ are independent if $P(A\cap B) = P(A) P(B)$
E.g. two coin flips
Permutation: Ordered arrangement of $n$ distinct objects (order matters)
- $P^n_r=n(n-1)(n-2)\dots(n-r+1)=\frac{n!}{(n-r)!}$