Asymptotics: Introduction II

We say that f is a ‘Big O’ of g as x \to x_0 and write

\displaystyle f(x) = \mathcal{O}(g(x)) \text{ if } \frac{f(x)}{g(x)} \text{ is bounded as } x \to x_0

Here are a few simple examples:

  • \sin(x) = x + \mathcal{O}(x^3) as x \to 0 since \displaystyle\lim_{x \to 0}\frac{\sin(x)-x}{x^3} = -\frac{1}{6}
  • \cos(x) = 1 + \mathcal{O}(x^2) as x \to 0 since \displaystyle\lim_{x \to 0}\frac{\cos(x)-1}{x^2} = -\frac{1}{2}
  • e^x = 1 + x + \mathcal{O}(x^2) as x \to 0 since \displaystyle\lim_{x \to 0}\frac{e^x-1-x}{x^2} = \frac{1}{2}

We say that f is a ‘Little O’ of g as x \to x_0 and write

\displaystyle f(x) = o(g(x)) \text{ if } \lim_{x \to x_0} \frac{f(x)}{g(x)} = 0

Alternatively, we can write

\displaystyle f(x) \ll g(x)

Here are a few simple examples:

  • \sin(x) = o(1) as x \to 0 since \lim_{x \to 0}\frac{\sin(x)}{1} = 0
  • x = o(1) as x \to 0 since \lim_{x \to 0}\frac{x}{1} = 0
  • x^2 = o(x) as x \to 0 since \lim_{x \to 0}\frac{x^2}{x} = 0
Big O Little o
\displaystyle f(x)=\mathcal{O}(g(x)) \displaystyle f(x)=o(g(x))
The quotient \displaystyle\frac{f(x)}{g(x)} is bounded The quotient \displaystyle\frac{f(x)}{g(x)} tends to zero
f is at most of the same order as g f is negligible compared to g

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