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Model of computation

From Wikipedia, the free encyclopedia
Mathematical model describing how an output of a function is computed given an input
For computer models simulating complex systems, see Computational model.
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(February 2021)

In computer science, and more specifically in computability theory and computational complexity theory, a model of computation is a model that describes how an output of a mathematical function is computed given an input. A model describes how units of computations, memories, and communications are organized.[1] The computational complexity of an algorithm can be measured given a model of computation. Using a model allows studying the performance of algorithms independently of the variations that are specific to particular implementations and specific technology.

Categories

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Models of computation can be classified into three categories: sequential models, functional models, and concurrent models.

Sequential models

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Some of these models have both deterministic and nondeterministic variants. Nondeterministic models are used in the study of computational complexity of algorithms.

Models differ in their expressive power; for example, each function that can be computed by a finite-state machine can also be computed by a Turing machine, but not vice versa.

Uses

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In the field of runtime analysis of algorithms, it is common to specify a computational model in terms of primitive operations allowed which have unit cost, or simply unit-cost operations. A commonly used example is the random-access machine, which has unit cost for read and write access to all of its memory cells. In this respect, it differs from the above-mentioned Turing machine model.

See also

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References

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Further reading

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  • Fernández, Maribel (2009). Models of Computation: An Introduction to Computability Theory. Undergraduate Topics in Computer Science. Springer. ISBN 978-1-84882-433-1.
  • Savage, John E. (1998). Models Of Computation: Exploring the Power of Computing. Addison-Wesley. ISBN 978-0201895391.
Note: This template roughly follows the 2012 ACM Computing Classification System.
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