Complexity Theory of Real Functions

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Release : 2012-12-06
Genre : Computers
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Book Rating : 022/5 ( reviews)

Complexity Theory of Real Functions - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Complexity Theory of Real Functions write by K. Ko. This book was released on 2012-12-06. Complexity Theory of Real Functions available in PDF, EPUB and Kindle. Starting with Cook's pioneering work on NP-completeness in 1970, polynomial complexity theory, the study of polynomial-time com putability, has quickly emerged as the new foundation of algorithms. On the one hand, it bridges the gap between the abstract approach of recursive function theory and the concrete approach of analysis of algorithms. It extends the notions and tools of the theory of computability to provide a solid theoretical foundation for the study of computational complexity of practical problems. In addition, the theoretical studies of the notion of polynomial-time tractability some times also yield interesting new practical algorithms. A typical exam ple is the application of the ellipsoid algorithm to combinatorial op timization problems (see, for example, Lovasz [1986]). On the other hand, it has a strong influence on many different branches of mathe matics, including combinatorial optimization, graph theory, number theory and cryptography. As a consequence, many researchers have begun to re-examine various branches of classical mathematics from the complexity point of view. For a given nonconstructive existence theorem in classical mathematics, one would like to find a construc tive proof which admits a polynomial-time algorithm for the solution. One of the examples is the recent work on algorithmic theory of per mutation groups. In the area of numerical computation, there are also two tradi tionally independent approaches: recursive analysis and numerical analysis.

Complexity Theory of Real Functions

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Release : 1991-10-01
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Book Rating : 038/5 ( reviews)

Complexity Theory of Real Functions - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Complexity Theory of Real Functions write by K. Ko. This book was released on 1991-10-01. Complexity Theory of Real Functions available in PDF, EPUB and Kindle.

Complexity and Real Computation

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Release : 2012-12-06
Genre : Computers
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Book Rating : 010/5 ( reviews)

Complexity and Real Computation - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Complexity and Real Computation write by Lenore Blum. This book was released on 2012-12-06. Complexity and Real Computation available in PDF, EPUB and Kindle. The classical theory of computation has its origins in the work of Goedel, Turing, Church, and Kleene and has been an extraordinarily successful framework for theoretical computer science. The thesis of this book, however, is that it provides an inadequate foundation for modern scientific computation where most of the algorithms are real number algorithms. The goal of this book is to develop a formal theory of computation which integrates major themes of the classical theory and which is more directly applicable to problems in mathematics, numerical analysis, and scientific computing. Along the way, the authors consider such fundamental problems as: * Is the Mandelbrot set decidable? * For simple quadratic maps, is the Julia set a halting set? * What is the real complexity of Newton's method? * Is there an algorithm for deciding the knapsack problem in a ploynomial number of steps? * Is the Hilbert Nullstellensatz intractable? * Is the problem of locating a real zero of a degree four polynomial intractable? * Is linear programming tractable over the reals? The book is divided into three parts: The first part provides an extensive introduction and then proves the fundamental NP-completeness theorems of Cook-Karp and their extensions to more general number fields as the real and complex numbers. The later parts of the book develop a formal theory of computation which integrates major themes of the classical theory and which is more directly applicable to problems in mathematics, numerical analysis, and scientific computing.

Complexity and Real Computation

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Release : 1998
Genre : Computers
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Book Rating : 816/5 ( reviews)

Complexity and Real Computation - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Complexity and Real Computation write by Lenore Blum. This book was released on 1998. Complexity and Real Computation available in PDF, EPUB and Kindle. The classical theory of computation has its origins in the work of Goedel, Turing, Church, and Kleene and has been an extraordinarily successful framework for theoretical computer science. The thesis of this book, however, is that it provides an inadequate foundation for modern scientific computation where most of the algorithms are real number algorithms. The goal of this book is to develop a formal theory of computation which integrates major themes of the classical theory and which is more directly applicable to problems in mathematics, numerical analysis, and scientific computing. Along the way, the authors consider such fundamental problems as: * Is the Mandelbrot set decidable? * For simple quadratic maps, is the Julia set a halting set? * What is the real complexity of Newton's method? * Is there an algorithm for deciding the knapsack problem in a ploynomial number of steps? * Is the Hilbert Nullstellensatz intractable? * Is the problem of locating a real zero of a degree four polynomial intractable? * Is linear programming tractable over the reals? The book is divided into three parts: The first part provides an extensive introduction and then proves the fundamental NP-completeness theorems of Cook-Karp and their extensions to more general number fields as the real and complex numbers. The later parts of the book develop a formal theory of computation which integrates major themes of the classical theory and which is more directly applicable to problems in mathematics, numerical analysis, and scientific computing.

Computational Complexity

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Release : 2009-04-20
Genre : Computers
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Book Rating : 267/5 ( reviews)

Computational Complexity - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Computational Complexity write by Sanjeev Arora. This book was released on 2009-04-20. Computational Complexity available in PDF, EPUB and Kindle. New and classical results in computational complexity, including interactive proofs, PCP, derandomization, and quantum computation. Ideal for graduate students.