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Design and Analysis of Randomized Algorithms : Introduction to Design Paradigms /[electronic resource] :

By: Contributor(s): Material type: TextTextSeries: Texts in Theoretical Computer Science An EATCS SeriesPublisher: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2005Description: XII, 277 p. online resourceContent type:
  • text
Media type:
  • computer
Carrier type:
  • online resource
ISBN:
  • 9783540279037
Subject(s): Additional physical formats: Printed edition:: No titleDDC classification:
  • 005.11 23
LOC classification:
  • QA76.6-76.66
Online resources:
Contents:
Fundamentals -- Foiling the Adversary -- Fingerprinting -- Success Amplification and Random Sampling -- Abundance of Witnesses -- Optimization and Random Rounding.
In: Springer eBooksSummary: 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.
List(s) this item appears in: Public culture
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Holdings
Item type Current library Call number Status Date due Barcode Item holds
E books E books PK Kelkar Library, IIT Kanpur Available EBK394
Total holds: 0

Fundamentals -- Foiling the Adversary -- Fingerprinting -- Success Amplification and Random Sampling -- Abundance of Witnesses -- Optimization and Random Rounding.

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.

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