Definition 1 (Negligible Function[1]) A function is negligible iff such that
A negligible function must be exponentially small (more accurately, it must be smaller than any polynomial function)
Definition 2 (Noticeable Function) A function is noticeable iff such that
A noticeable function is one which is at most polynomially small.
As an example, since is exponentially small, it is a negligible function .
On the other hand is only polynomially small and so is noticeable. (The proof is simple - just set )
Definition 3 (Non-negligible Function) A function is non-negligible iff such that ,
A non-negligible function is not necessarily a noticeable function. Note the key difference from a noticeable function - a non-negligible function only needs to have one for which , whereas a noticeable function must satisfy this for any . For example, if we take any noticeable function and any negligible function and interleave them, then the resulting function will be non-negligible and non-noticeable. A concrete example is:
The function cannot be negligible, because for any odd integer, the function is only polynomially small, but it is not noticeable either, because for any even integer, it is exponentially small.
The sum of two negligible functions and is still negligible. Intuitively, even if you add two functions that are exponentially small, that cannot give a function that is polynomially small, and so the sum is still negligible.
Theorem 1: If and are two negligible functions, then their sum is also negligible.
: We need to show that for any we can find such that So, consider an arbitrary .
Then, since and since and are negligible, there exists and such that: and
Choose . Then, for any , we have since Thus and is negligible.
Ref: https://people.eecs.berkeley.edu/~sanjamg/classes/cs276-fall14/scribe/lec02.pdf