Read e-book online Probability and Computing: Randomized Algorithms and PDF

Read e-book online Probability and Computing: Randomized Algorithms and PDF

By Michael Mitzenmacher,Eli Upfal

Randomization and probabilistic options play an immense function in smooth machine technological know-how, with functions starting from combinatorial optimization and computer studying to verbal exchange networks and safe protocols. This 2005 textbook is designed to accompany a one- or two-semester direction for complex undergraduates or starting graduate scholars in computing device technology and utilized arithmetic. It supplies a superb creation to the probabilistic suggestions and paradigms utilized in the advance of probabilistic algorithms and analyses. It assumes merely an uncomplicated heritage in discrete arithmetic and provides a rigorous but available therapy of the fabric, with various examples and functions. the 1st 1/2 the ebook covers middle fabric, together with random sampling, expectancies, Markov's inequality, Chevyshev's inequality, Chernoff bounds, the probabilistic approach and Markov chains. the second one part covers extra complex themes corresponding to non-stop chance, functions of constrained independence, entropy, Markov chain Monte Carlo tools and balanced allocations. With its accomplished number of subject matters, in addition to many examples and routines, this booklet is an necessary instructing tool.

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Probability and Computing: Randomized Algorithms and Probabilistic Analysis by Michael Mitzenmacher,Eli Upfal


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