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Completeness and Reduction in Algebraic Complexity Theory, Hardback Book

Completeness and Reduction in Algebraic Complexity Theory Hardback

Part of the Algorithms and Computation in Mathematics series

Hardback

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One of the most important and successful theories in computational complex­ ity is that of NP-completeness.

This discrete theory is based on the Turing machine model and achieves a classification of discrete computational prob­ lems according to their algorithmic difficulty.

Turing machines formalize al­ gorithms which operate on finite strings of symbols over a finite alphabet.

By contrast, in algebraic models of computation, the basic computational step is an arithmetic operation (or comparison) of elements of a fixed field, for in­ stance of real numbers.

Hereby one assumes exact arithmetic. In 1989, Blum, Shub, and Smale [12] combined existing algebraic models of computation with the concept of uniformity and developed a theory of NP-completeness over the reals (BSS-model).

Their paper created a renewed interest in the field of algebraic complexity and initiated new research directions.

The ultimate goal of the BSS-model (and its future extensions) is to unite classical dis­ crete complexity theory with numerical analysis and thus to provide a deeper foundation of scientific computation (cf. [11, 101]). Already ten years before the BSS-paper, Valiant [107, 110] had proposed an analogue of the theory of NP-completeness in an entirely algebraic frame­ work, in connection with his famous hardness result for the permanent [108].

While the part of his theory based on the Turing approach (#P-completeness) is now standard and well-known among the theoretical computer science com­ munity, his algebraic completeness result for the permanents received much less attention.

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