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Landau notation (Definition)

Given two functions $ f$ and $ g$ from $ \mathbb{R}^+$ to $ \mathbb{R}^+$, the notation

$\displaystyle f=O(g)$
means that the ratio $ \displaystyle \frac{f(x)}{g(x)}$ stays bounded as $ x\to\infty$. If moreover that ratio approaches zero, we write
$\displaystyle f=o(g).$

It is legitimate to write, say, $ 2x=O(x)=O(x^2)$, with the understanding that we are using the equality sign in an unsymmetric (and informal) way, in that we do not have, for example, $ O(x^2)=O(x)$.

The notation

$\displaystyle f=\Omega(g)$
means that the ratio $ \displaystyle \frac{f(x)}{g(x)}$ is bounded away from zero as $ x\to\infty$, or equivalently $ g=O(f)$.

If both $ f=O(g)$ and $ f=\Omega(g)$, we write $ f=\Theta(g)$.

One more notational convention in this group is

$\displaystyle f(x)\sim g(x),$
meaning $ \displaystyle \lim_{x\to\infty}\frac{f(x)}{g(x)}=1$.

In analysis, such notation is useful in describing error estimates. For example, the Riemann hypothesis is equivalent to the conjecture

$\displaystyle \pi(x)=\operatorname{li} x+O(\sqrt{x}\log x),$
where $ \operatorname{li} x$ denotes the logarithmic integral.

Landau notation is also handy in applied mathematics, e.g. in describing the time complexity of an algorithm. It is common to say that an algorithm requires $ O(x^3)$ steps, for example, without needing to specify exactly what is a step; for if $ f=O(x^3)$, then $ f=O(Ax^3)$ for any positive constant $ A$.



"Landau notation" is owned by Mathprof. [ full author list (4) | owner history (3) ]
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See Also: lower bound for sorting

Other names:  O notation, omega notation, theta notation, big-O notation
Also defines:  big-o, small-o, small-omega
Keywords:  complexity, estimate, estimation, runtime complexity, space complexity

Attachments:
properties of $O$ and $o$ (Result) by paolini
formal definition of Landau notation (Definition) by paolini
$\sim$ is an equivalence relation (Result) by Wkbj79
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Cross-references: positive, algorithm, time complexity, logarithmic integral, conjecture, equivalent, Riemann hypothesis, equality, bounded, ratio, functions
There are 12 references to this entry.

This is version 15 of Landau notation, born on 2001-10-06, modified 2006-09-21.
Object id is 90, canonical name is LandauNotation.
Accessed 22471 times total.

Classification:
AMS MSC: 26A12 (Real functions :: Functions of one variable :: Rate of growth of functions, orders of infinity, slowly varying functions)
Pending Errata and Addenda
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Discussion
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Which Landau? by igor on 2004-02-03 21:10:37
I must say, I'm curious as to which Landau is this notation
named after. Is it the famous theoretical physicist Lev D. Landau?
or someone else?

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