analysis algorithms

Definition

Asymptotic Equivalence

Two sequences and (with for almost all ) are asymptotically equivalent, denoted , if their ratio approaches 1 as tends to infinity:

Intuitively, this means that for sufficiently large , the relative difference between and becomes negligible.

Properties

  • Equivalence Relation: Asymptotic equivalence is reflexive (), symmetric (), and transitive ().
  • Relation to Landau Notation: If , then , meaning the error term is of smaller order than .
  • Multiplicativity: If and , then .

Examples

  • Polynomials: . The lower-order terms become insignificant.
  • Factorials: (Stirling’s approximation).
  • Logarithms: .