Probability in electrical engineering and computer science: an application-driven course
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, provid…
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- Full title :Probability in electrical engineering and computer science : an application-driven course / Jean Walrand.
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.
Read More ↓Edition Statements
- Publication Date:©2021
- Edition:[Second edition]
Publication Statements
- Publisher(s):Springer
- Place of Publication:Cham
- Language:eng
- Publication Date:©2021
The Physical Object
- Description:1 online resource : : illustrations (some color)
Edition Identifiers
- ISBN:9783030499952, 3030499952
- DOI:10.1007/978-3-030-49995-2
- oclc:on1258658362
- LC Classification:QA273
- Dewey Decimal:519.2
Table of Contents
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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