Pseudorandom generator

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Let G be a deterministic polynomial time function from N to N with stretch function

l:NN,

so that if x has length n then G(x) has length l(n). Then let Gn be the distribution on strings of length l(n) defined by the output of G on a randomly selected string of length n selected by the uniform distribution.

Then we say G is a pseudorandom generator if

{Gn}n ∈ N

is pseudorandom.

In effect, G translates a random input of length n to a pseudorandom output of length l(n). Assuming

l(n) > n,

this expands a random sequence (and can be applied multiple times, since Gn can be replaced by the distribution of G(G(x))).

Often, we are concerned not with the behavior of G on all strings, but only on strings of some prescribed length. This case allows a slightly easier definition:

A function G_l: \left \{0,1\right\}^n \rightarrow \left \{0,1\right\}^m\, with n < m\, is a pseudorandom generator if

  • G_l\, can be computed in poly(n)\, time, and
  • G_l(x)\, is pseudorandom.

It is an open problem whether or not pseudorandom generators exist. It is known that if one-way functions or hard-core predicates exist, then pseudorandom generators exist. It is also known that if

l(n) > n,

there is some other pseudorandom generator with

l(n) > p(n)

for any polynomial, p(n). This follows from the following theorem:

Theorem: If there is a pseudorandom generator

G_l: \left \{0,1\right\}^{n} \rightarrow \left \{0,1\right\}^{n+1}\,

then for any m = poly(n) \,, there is a pseudorandom generator

G_l: \left \{0,1\right\}^n \rightarrow \left \{0,1\right\}^m\,

A nice pseudorandom generator is a pseudorandom number generator,

G:\{0,1\}^n\rightarrow\{0,1\}^m

with

n=O(\log m)\,.

If a nice pseudorandom generator exists, then P=BPP.

This article incorporates material from pseudorandom generator on PlanetMath, which is licensed under the GFDL.

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