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So, I'm new to this whole asymptomatic notation with respect to algorithms. So say you have a $f(n) = 1/n$ and $g(n) = 1$, would it be OK to say that $f(n)$ is not equal or is not an element of $O(g(n)) $? I say this because I'm actually drawing an analogy with another example. Say in my second example $f(n) = n$ and $g(n) =n^2$ then I'm sure that $f(n) = O(g(n))$.

dreamin
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In fact, $1/n = O(1)$. Recall the (simplified) definition of big O: for positive functions $f,g$, $f(n) = O(g(n))$ if there exists a constant $C > 0$ such that $f(n) \leq Cg(n)$ for all $n$. In your case, the constant $C = 1$ would do since $1/n \leq 1$ for all $n$.

The fact that $f(n) = O(g(n))$ just means that $g(n)$ is an upper bound on $f(n)$, i.e., that $g(n)$ grows at least as fast as $f(n)$. The two functions need not have the same order of growth.

Yuval Filmus
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