NIST

nondeterministic algorithm

(algorithmic technique)

Definition: A conceptual algorithm with more than one allowed step at certain times and which always takes the right or best step. It is not random, as in randomized algorithm, or indeterminate. Rather it has the supercomputational characteristic of choosing the optimal behavior.

See also deterministic algorithm, probabilistic algorithm, randomized algorithm, heuristic.

Note: Conceptually a nondeterministic algorithm could run on a deterministic computer with an unlimited number of parallel processors. Each time more than one step is possible, new processes are instantly forked to try all of them. When one successfully finishes, that result is returned. Thus the computation is as fast as if it always chooses the right step.

This notion is defined for theoretic analysis and specifying. Nondeterministic algorithms compute the same class of functions as deterministic algorithms, but the complexity may be much less. Every nondeterministic algorithm can be turned into a deterministic algorithm, possibly with exponential slow down.

Consider searching an unordered array. A linear search has Θ(n) expected time. A nondeterministic search has constant expected time.

 int search(key k, array a)		
{
return oracleRandom(0, sizeof(a));
}
where oracleRandom() returns (the right) number between 0 and the size of the array in constant time.

Author: PEB


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Entry modified 14 August 2008.
HTML page formatted Tue May 6 13:48:56 2014.

Cite this as:
Paul E. Black, "nondeterministic algorithm", in Dictionary of Algorithms and Data Structures [online], Vreda Pieterse and Paul E. Black, eds. 14 August 2008. (accessed TODAY) Available from: http://www.nist.gov/dads/HTML/nondetermAlgo.html