The Nature of Computation (Google eBook)

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Oxford University Press, Aug 11, 2011 - Mathematics - 1004 pages
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Computational complexity is one of the most beautiful fields of modern mathematics, and it is increasingly relevant to other sciences ranging from physics to biology. But this beauty is often buried underneath layers of unnecessary formalism, and exciting recent results like interactive proofs, phase transitions, and quantum computing are usually considered too advanced for the typical student. This book bridges these gaps by explaining the deep ideas of theoretical computer science in a clear and enjoyable fashion, making them accessible to non-computer scientists and to computer scientists who finally want to appreciate their field from a new point of view. The authors start with a lucid and playful explanation of the P vs. NP problem, explaining why it is so fundamental, and so hard to resolve. They then lead the reader through the complexity of mazes and games; optimization in theory and practice; randomized algorithms, interactive proofs, and pseudorandomness; Markov chains and phase transitions; and the outer reaches of quantum computing. At every turn, they use a minimum of formalism, providing explanations that are both deep and accessible. The book is intended for graduate and undergraduate students, scientists from other areas who have long wanted to understand this subject, and experts who want to fall in love with this field all over again.
  

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Contents

Figure Credits
The Basics
Insights and Algorithms
the ClassNP
Who is the HardestOne ofAll? NPCompleteness
P vs
8
Optimization andApproximation 9 1 Three Flavors of Optimization 9 2 Approximations
Interaction
Random Walks andRapidMixing 12 1 A Random Walk inPhysics 12 2 The Approach
Counting Sampling andStatistical Physics 13 1 Spanning Trees
PhaseTransitions inComputation 14 1 Experiments and Conjectures 14 2 Random GraphsGiant Components and Cores
Quantum Computation
A Mathematical Tools A 1 The Storyof O A 2 Approximations and Inequalities A 3 Chance and Necessity A 4 Dice and Drunkards A 5 Concentratio...
Index
Copyright

Randomized Algorithms

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