bookJan 1, 2005Closed access

Probability and computing: randomized algorithms and probabilistic analysis

Harvard University Press · Brown University

Abstract

Preface 1. Events and probability 2. Discrete random variables and expectation 3. Moments and deviations 4. Chernoff bounds 5. Balls, bins and random graphs 6. The probabilistic method 7. Markov chains and random walks 8. Continuous distributions and the Poisson process 9. Entropy, randomness and information 10. The Monte Carlo method 11. Coupling of Markov chains 12. Martingales 13. Pairwise independence and universal hash functions 14. Balanced allocations References.

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Topics & keywords

Keywords
  • Chernoff bound
  • Mathematics
  • Randomness
  • Markov chain
  • Random variable
  • Random walk
  • Algorithm
  • Discrete mathematics
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