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Probability in Electrical Engineering and Computer Science

Probability in Electrical Engineering and Computer Science

An Application-Driven Course

by Jean Walrand
Paperback
Publication Date: 07/07/2022

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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. For ancillaries related to this book, including examples of Python demos and also Python labs used in Berkeley, please email Mary James at mary.james@springer.com.



This is an open access book.
ISBN:
9783030499976
9783030499976
Category:
Maths for computer scientists
Format:
Paperback
Publication Date:
07-07-2022
Language:
English
Publisher:
Springer Nature Switzerland AG
Country of origin:
Switzerland
Pages:
380
Dimensions (mm):
235x155mm
Weight:
0.62kg

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