<p>This book contains a revised version of the dissertation the author wrote at the Department of Computer Science of the University of Chicago. The thesis was submitted to the Faculty of Physical Sciences in conformity with the requirements for the PhD degree in June 1999. It was honored with the 1
Completeness and Reduction in Algebraic Complexity Theory
✍ Scribed by Peter Bürgisser (auth.)
- Publisher
- Springer-Verlag Berlin Heidelberg
- Year
- 2000
- Tongue
- English
- Leaves
- 173
- Series
- Algorithms and Computation in Mathematics 7
- Edition
- 1
- Category
- Library
No coin nor oath required. For personal study only.
✦ Synopsis
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.
✦ Table of Contents
Front Matter....Pages I-XII
Introduction....Pages 1-9
Valiant’s Algebraic Model of NP-Completeness....Pages 11-36
Some Complete Families of Polynomials....Pages 37-60
Cook’s versus Valiant’s Hypothesis....Pages 61-79
The Structure of Valiant’s Complexity Classes....Pages 81-103
Fast Evaluation of Representations of General Linear Groups....Pages 105-116
The Complexity of Immanants....Pages 117-134
Separation Results and Future Directions....Pages 135-147
Back Matter....Pages 149-168
✦ Subjects
Computational Mathematics and Numerical Analysis; Theory of Computation; Algebra
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