Probability in Electrical Engineering and Computer Science:

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Probability in Electrical Engineering and Computer Science:

Jean Walrand

ISBN10: 0615899366

ISBN13: 978-0615899367

Probability in Electrical Engineering and Computer Science:

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The book is designed for a junior/senior level course. Applications drive the material: PageRank, Multiplexing, Digital Link, Tracking, Speech Recognition, Route Planning and more. Topics include Markov chains, detection, coding, estimation, Viterbi algorithm, expectation maximization, clustering, compressed sensing, recommender systems, Kalman Filter, Markov decision problems, LQG, and channel capacity. Matlab examples are used to simulate models and to implement the algorithms. Appendices provide the necessary background in basic probability and linear algebra. See https://sites.google.com/site/walrandpeecs/home.

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title Probability in Electrical Engineering and Computer Science
subtitle An Application-Driven Course
authors Jean Walrand
publishedDate 2014-03-01
description The book is designed for a junior/senior level course. Applications drive the material: PageRank, Multiplexing, Digital Link, Tracking, Speech Recognition, Route Planning and more. Topics include Markov chains, detection, coding, estimation, Viterbi algorithm, expectation maximization, clustering, compressed sensing, recommender systems, Kalman Filter, Markov decision problems, LQG, and channel capacity. Matlab examples are used to simulate models and to implement the algorithms. Appendices provide the necessary background in basic probability and linear algebra. See https: //sites.google.com/site/walrandpeecs/home.
pageCount 314
printType BOOK
categories Computer science
maturityRating NOT_MATURE
language en
canonicalVolumeLink https://books.google.com/books/about/Probability_in_Electrical_Engineering_an.html?hl=&id=MGd7oAEACAAJ

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