- P(A') = 1 - P(A) — fastest for "at least one"
- P(A union B) = P(A) + P(B) - P(A intersect B)
- Mutually exclusive: P(AB) = 0; Independent: P(AB) = P(A)P(B)
- Mutually exclusive with non-zero P → NEVER independent
- P(A|B) = P(B) — requires P(B) > 0
- Total Probability: P(A) = sum P(A|)P() over partition
- Bayes': P(cause|effect) = P(effect|cause)*P(effect)
- Binomial: P(X=r) = C(n,r)**q^(n-r), exponents sum to n
- Binomial mean = np, variance = npq, mode near (n+1)p
- Find parameters: q = , p = 1-q, n =
- P(at least 2) = 1 - P(0) - P(1) [don't forget P(1)]
- Without replacement → dependent trials → NOT binomial
- With replacement → independent trials → binomial OK
- C(n,r) counts arrangements in binomial — never omit it
- P(A|B) and P(B|A) are different unless P(A) = P(B)
- For p = 1/2: distribution is symmetric, P(X=r) = P(X=n-r)
- Geometric: P(first success on kth trial) = q^(k-1)*p
- Independence of A,B implies independence of A',B'
- Three-event independence needs ALL FOUR conditions
- Always verify: 0 <= P <= 1, sum of all probabilities = 1
Part of ALG-04 — Probability & Distributions
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