Design and Analysis of Randomized Algorithms

Introduction to Design Paradigms

  • Juraj HromkoviČ

Table of contents

  1. Front Matter
    Pages I-XII
  2. Juraj HromkoviČ
    Pages 1-17
  3. Juraj HromkoviČ
    Pages 19-99
  4. Juraj HromkoviČ
    Pages 101-129
  5. Juraj HromkoviČ
    Pages 131-151
  6. Juraj HromkoviČ
    Pages 153-182
  7. Juraj HromkoviČ
    Pages 183-207
  8. Juraj HromkoviČ
    Pages 209-226
  9. Back Matter
    Pages 227-274

About this book

Introduction

Randomness is a powerful phenomenon that can be harnessed to solve various problems in all areas of computer science. Randomized algorithms are often more efficient, simpler and, surprisingly, also more reliable than their deterministic counterparts. Computing tasks exist that require billions of years of computer work when solved using the fastest known deterministic algorithms, but they can be solved using randomized algorithms in a few minutes with negligible error probabilities.

Introducing the fascinating world of randomness, this book systematically teaches the main algorithm design paradigms – foiling an adversary, abundance of witnesses, fingerprinting, amplification, and random sampling, etc. – while also providing a deep insight into the nature of success in randomization. Taking sufficient time to present motivations and to develop the reader's intuition, while being rigorous throughout, this text is a very effective and efficient introduction to this exciting field.

Keywords

Algorithm Analysis Algorithm Design Paterns Computer Design Paradigms Randomization Randomized Algorithms Randomized Computation algorithm design algorithms calculus computer science optimization

Authors and affiliations

  • Juraj HromkoviČ
    • 1
  1. 1.ETH Zentrum, RZ F2 Department of Computer ScienceSwiss Federal Institute of TechnologyZürichSwitzerland

Bibliographic information

  • DOI https://doi.org/10.1007/3-540-27903-2
  • Copyright Information Springer-Verlag Berlin Heidelberg 2005
  • Publisher Name Springer, Berlin, Heidelberg
  • eBook Packages Computer Science
  • Print ISBN 978-3-540-23949-9
  • Online ISBN 978-3-540-27903-7
  • Series Print ISSN 1862-4499
  • About this book