Part of ALG-04 — Probability & Distributions

Counting Techniques for Probability

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Technique 1: Direct Counting For equally likely outcomes, P = favorabletotal\frac{favorable}{total}. Use combinations for unordered selection, permutations for ordered.

Technique 2: Complement Counting P(at least one) = 1 - P(none). Most efficient when "at least one" requires many cases but "none" is a single case.

Technique 3: Sequential Counting (Multiplication Rule) For multi-stage experiments: P(A and B) = P(A)*P(B|A). Used for drawing without replacement.

Technique 4: Partitioning Split into mutually exclusive cases and add. P(A) = P(A and B) + P(A and B').

Common counting setups:

SetupFormulaExample
n dice thrown6^n total outcomesP(all different)
n coins tossed2^n total outcomesP(k heads) = Cn,k2\frac{n,k}{2}^n
r from n without replacementC(n,r)Drawing balls from bag
r from n with replacementnrn^rRolling dice
DerangementsDnD_n = n!(1-1+1/2!-...)No letter in correct envelope

Key identities:

  • C(n,r) = C(n, n-r) — choosing r to include = choosing n-r to exclude
  • C(n,0)+C(n,1)+...+C(n,n) = 2^n — total subsets
  • C(n,r) = C(n-1,r-1)+C(n-1,r) — Pascal's identity

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