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Concentration of Measure for the Analysis of Randomized Algorithms Book

Concentration of Measure for the Analysis of Randomized Algorithms
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Concentration of Measure for the Analysis of Randomized Algorithms, Randomized algorithms have become a central part of the algorithms curriculum based on their increasingly widespread use in modern applications. This book presents a coherent and unified treatment of probabilistic techniques for obtaining high- probabilit, Concentration of Measure for the Analysis of Randomized Algorithms
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  • Concentration of Measure for the Analysis of Randomized Algorithms
  • Written by author Devdatt P. Dubhash
  • Published by Cambridge University Press, 4/30/2012
  • Randomized algorithms have become a central part of the algorithms curriculum based on their increasingly widespread use in modern applications. This book presents a coherent and unified treatment of probabilistic techniques for obtaining high- probabilit
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1. Chernoff–Hoeffding bounds; 2. Applying the CH-bounds; 3. CH-bounds with dependencies; 4. Interlude: probabilistic recurrences; 5. Martingales and the MOBD; 6. The MOBD in action; 7. Averaged bounded difference; 8. The method of bounded variances; 9. Interlude: the infamous upper tail; 10. Isoperimetric inequalities and concentration; 11. Talagrand inequality; 12. Transportation cost and concentration; 13. Transportation cost and Talagrand's inequality; 14. Log–Sobolev inequalities; Appendix A. Summary of the most useful bounds.


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Concentration of Measure for the Analysis of Randomized Algorithms, Randomized algorithms have become a central part of the algorithms curriculum based on their increasingly widespread use in modern applications. This book presents a coherent and unified treatment of probabilistic techniques for obtaining high- probabilit, Concentration of Measure for the Analysis of Randomized Algorithms

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Concentration of Measure for the Analysis of Randomized Algorithms, Randomized algorithms have become a central part of the algorithms curriculum based on their increasingly widespread use in modern applications. This book presents a coherent and unified treatment of probabilistic techniques for obtaining high- probabilit, Concentration of Measure for the Analysis of Randomized Algorithms

Concentration of Measure for the Analysis of Randomized Algorithms

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Concentration of Measure for the Analysis of Randomized Algorithms, Randomized algorithms have become a central part of the algorithms curriculum based on their increasingly widespread use in modern applications. This book presents a coherent and unified treatment of probabilistic techniques for obtaining high- probabilit, Concentration of Measure for the Analysis of Randomized Algorithms

Concentration of Measure for the Analysis of Randomized Algorithms

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