Probability in electrical engineering and computer science : an application-driven course / Jean Walrand.
Walrand, Jean, author.
2021
QA273 .W35 2021
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Title
Probability in electrical engineering and computer science : an application-driven course / Jean Walrand.
Author
Walrand, Jean, author.
Edition
[Second edition].
ISBN
9783030499952 (electronic bk.)
3030499952 (electronic bk.)
9783030499945
3030499944
DOI
https://doi.org/10.1007/978-3-030-49995-2
Published
Cham : Springer, [2021]
Copyright
©2021
Language
English
Description
1 online resource : illustrations (some color)
Item Number
10.1007/978-3-030-49995-2 doi
Call Number
QA273 .W35 2021
Dewey Decimal Classification
519.2
Summary
This revised textbook motivates and illustrates the techniques of applied probability by applications in electrical engineering and computer science (EECS). The author presents information processing and communication systems that use algorithms based on probabilistic models and techniques, including web searches, digital links, speech recognition, GPS, route planning, recommendation systems, classification, and estimation. He then explains how these applications work and, along the way, provides the readers with the understanding of the key concepts and methods of applied probability. Python labs enable the readers to experiment and consolidate their understanding. The book includes homework, solutions, and Jupyter notebooks. This edition includes new topics such as Boosting, Multi-armed bandits, statistical tests, social networks, queuing networks, and neural networks. The companion website now has many examples of Python demos and also Python labs used in Berkeley.
Bibliography, etc. Note
Includes bibliographical references and index.
Access Note
Open access
Source of Description
Online resource; title from PDF title page (SpringerLink, viewed July 22, 2021).
Available in Other Form
Probability in electrical engineering and computer science.
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Chapter 1. Page Rank
A
Chapter 2. Page Rank
B
Chapter 3. Multiplexing
A
Chapter 4. Multiplexing
B
Chapter 5. Networks
A
Chapter 6. Networks
B
Chapter 7. Digital Link
A
Chapter 8. Digital Link
B
Chapter 9. Tracking
A
Chapter 10. Tracking
B
Chapter 11. Speech Recognition
A
Chapter 12. Speech Recognition
B
Chapter 13. Route planning
A
Chapter 14. Route Planning
B
chapter 15. Perspective & Complements
A. Elementary Probability
B. Basic Probability
Index.

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