# pseudo-random number generator

(algorithm)

**Definition:**
A *deterministic algorithm* to generate a sequence of numbers with little or no discernible pattern in the numbers, except for broad statistical properties.

**Also known as** PRNG, deterministic random bit generator, DRBG.

**Generalization** (I am a kind of ...)

deterministic algorithm.

**Specialization** (... is a kind of me.)

*linear congruential generator*.

**See also**
*randomized algorithm*.

*Note:
Any computer program is likely to generate pseudo-random numbers, not actually random numbers. This is important when, say, simulations are sensitive to subtle patterns in the "random" numbers used. Hardware-based random number generators are built from parts with naturally random events, such as noise in a diode. *

*
* Pseudorandom number generators are often based on a Deterministic Random Bit Generator (DRBG).

A generator is often "seeded", or initialized, from sources of entropy, such as the current time in microseconds, response time to a disk seek, or other random events to give different sequences every time it is used.

* Do ***NOT** use typical "random" number generators for security or cryptographic purposes. Random Numbers from David Wheeler's *Secure Programming for Linux and Unix HOWTO*, Section 11.3, gives suggestions and guidelines.

Author: PEB

## Implementation

(C++, C, and Fortran). pLab's page on generators including links to software and papers. Yarrow (C), a cryptographically secure pseudorandom number generator. GAMS (C). Using C libraries to get random numbers in a certain range (C) is C FAQ question 13.16, C FAQ question 12.9 as of 1995 (C), or section 7.8.7 (C) of Steve Summit's Notes to Accompany *The C Programming Language*. *Recommendation for Random Number Generation Using Deterministic Random Bit Generators*, NIST SP 800-90A, January 2012 has recommendations for generating (pseudo)random numbers using deterministic random bit generators, for entropy sources, and for implementation. Available at http://csrc.nist.gov/publications/nistpubs/800-90A/SP800-90A.pdf. Note: Rev. 1 is in draft, as of April 2014.

## More information

Random Number Generation with links to reports, standard tests, and on-going research. ent: a program to test the randomness of bytes in a file.

Go to the
Dictionary of Algorithms and Data
Structures home page.

If you have suggestions, corrections, or comments, please get in touch
with Paul Black.

Entry modified 26 January 2015.

HTML page formatted Mon Jan 26 11:00:04 2015.

Cite this as:

Paul E. Black, "pseudo-random number generator", in
*Dictionary of Algorithms and Data Structures* [online], Vreda Pieterse and Paul E. Black, eds. 26 January 2015. (accessed TODAY)
Available from: http://www.nist.gov/dads/HTML/pseudorandomNumberGen.html