Concept Encyclopedia
Reference for mathematical tools used in quant interview problems. Linked from practice explanations and hints.
Derangements
Permutations where no element appears in its original position.
Catalan Numbers
Count balanced parentheses, binary trees, non-crossing partitions, and lattice paths.
Burnside's Lemma
Count distinct objects under symmetry by averaging fixed points over the symmetry group.
Vandermonde Identity
Splits a combination across two groups: C(m+n, r) = sum of C(m,k)C(n,r-k).
Pigeonhole Principle
If n+1 objects go into n boxes, at least one box holds two or more.
Stirling Numbers (Second Kind)
S(n,k) counts ways to partition n objects into exactly k non-empty groups.
Stars and Bars
Count ways to put n identical balls into k distinct bins: C(n+k-1, k-1).
Inclusion-Exclusion Principle
Compute the probability of a union by alternating sums of intersections.
Linearity of Expectation
E[X+Y] = E[X] + E[Y], always — even when X and Y are dependent.
Coupon Collector Problem
Expected draws to complete a set of n types: n * H_n ≈ n ln(n).
Reflection Principle
Count lattice paths that cross a boundary by reflecting the path at the first crossing point.
Markov's Inequality
For non-negative X: P(X >= a) <= E[X]/a — crude but universal tail bound.
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