Part of ALG-04 — Probability & Distributions

Rapid Revision Bullets

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  1. P(A') = 1 - P(A) — fastest for "at least one"
  2. P(A union B) = P(A) + P(B) - P(A intersect B)
  3. Mutually exclusive: P(AB) = 0; Independent: P(AB) = P(A)P(B)
  4. Mutually exclusive with non-zero P → NEVER independent
  5. P(A|B) = PABP\frac{AB}{P}(B) — requires P(B) > 0
  6. Total Probability: P(A) = sum P(A|BiB_i)P(BiB_i) over partition
  7. Bayes': P(cause|effect) = P(effect|cause)*PcauseP\frac{cause}{P}(effect)
  8. Binomial: P(X=r) = C(n,r)*prp^r*q^(n-r), exponents sum to n
  9. Binomial mean = np, variance = npq, mode near (n+1)p
  10. Find parameters: q = variancemean\frac{variance}{mean}, p = 1-q, n = meanp\frac{mean}{p}
  11. P(at least 2) = 1 - P(0) - P(1) [don't forget P(1)]
  12. Without replacement → dependent trials → NOT binomial
  13. With replacement → independent trials → binomial OK
  14. C(n,r) counts arrangements in binomial — never omit it
  15. P(A|B) and P(B|A) are different unless P(A) = P(B)
  16. For p = 1/2: distribution is symmetric, P(X=r) = P(X=n-r)
  17. Geometric: P(first success on kth trial) = q^(k-1)*p
  18. Independence of A,B implies independence of A',B'
  19. Three-event independence needs ALL FOUR conditions
  20. Always verify: 0 <= P <= 1, sum of all probabilities = 1

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