Blum Blum Shub

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Blum Blum Shub (B.B.S.) is a pseudorandom number generator proposed in 1986 by Lenore Blum, Manuel Blum and Michael Shub.[1]

Blum Blum Shub takes the form:

x_{{n+1}}=x_{n}^{2}{\bmod  M}

where M=pq is the product of two large primes p and q. At each step of the algorithm, some output is derived from xn+1; the output is commonly either the bit parity of xn+1 or one or more of the least significant bits of xn+1.

The seed x0 should be an integer that is co-prime to M (i.e. p and q are not factors of x0) and not 1 or 0.

The two primes, p and q, should both be congruent to 3 (mod 4) (this guarantees that each quadratic residue has one square root which is also a quadratic residue) and gcd(φ(p-1), φ(q-1)) should be small (this makes the cycle length large).

An interesting characteristic of the Blum Blum Shub generator is the possibility to calculate any xi value directly (via Euler's Theorem):

x_{i}=\left(x_{0}^{{2^{i}{\bmod  \lambda }(M)}}\right){\bmod  M}

where \lambda is the Carmichael function. (Here we have \lambda (M)=\lambda (p\cdot q)=\operatorname {lcm}(p-1,q-1)).

Security

The generator is very slow. However, there is a proof reducing its security to the computational difficulty of the computing modular square roots, a problem whose difficulty is equivalent to factoring. When the primes are chosen appropriately, and O(log log M) lower-order bits of each xn are output, then in the limit as M grows large, distinguishing the output bits from random should be at least as difficult as factoring M.

Example

Let p=11, q=19 and s=3 (where s is the seed.) We can expect to get a large cycle length for those small numbers, because {{\rm {gcd}}}(\varphi (p-1),\varphi (q-1))=2. The generator starts to evaluate x_{0} by using x_{{-1}}=s and creates the sequence x_{0}, x_{1}, x_{2}, \ldots x_{5} = 9, 81, 82, 36, 42, 92. The following table shows the output (in bits) for the different bit selection methods used to determine the output.

Even parity bit Odd parity bit Least significant bit
0 1 1 0 1 0 1 0 0 1 0 1 1 1 0 0 0 0

References

  1. Blum, Lenore; Blum, Manuel; Shub, Mike (1 May 1986). "A Simple Unpredictable Pseudo-Random Number Generator". SIAM Journal on Computing 15 (2): 364–383. doi:10.1137/0215025. 
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