# 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.

From Dragon Tails. Used by permission. Copyright © 2004 Tim Dawson.

* *

From xkcd 221 by Randall Munroe. Creative Commons Attribution-NonCommercial 2.5 License.

Author: PEB

## Implementation

(C++, C, and Java). 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*.
## More information

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

*Recommendation for Random Number Generation Using Deterministic Random Bit Generators*, NIST SP 800-90A, Revision 1, June 2015 has recommendations for generating (pseudo)random numbers using deterministic random bit generators, for entropy sources, and for implementation. Available at http://dx.doi.org/10.6028/NIST.SP.800-90Ar1.

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Entry modified 5 July 2022.

HTML page formatted Mon Jul 18 13:03:52 2022.

Cite this as:

Paul E. Black, "pseudo-random number generator", in
*Dictionary of Algorithms and Data Structures* [online], Paul E. Black, ed. 5 July 2022. (accessed TODAY)
Available from: https://www.nist.gov/dads/HTML/pseudorandomNumberGen.html