Probability in Electrical Engineering and Computer Science: An Application-Driven Course
暫譯: 電機工程與計算機科學中的機率：應用導向課程
Walrand, Jean
- 出版商: Springer
- 出版日期: 2021-06-23
- 售價: $2,420
- 貴賓價: 9.5 折 $2,299
- 語言: 英文
- 頁數: 380
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3030499944
- ISBN-13: 9783030499945
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相關分類:
Computer-Science
海外代購書籍(需單獨結帳)
商品描述
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.
商品描述(中文翻譯)
這本修訂版教科書通過在電機工程與計算機科學（EECS）中的應用來激發和說明應用概率的技術。作者介紹了使用基於概率模型和技術的算法的信息處理和通信系統，包括網頁搜索、數字連結、語音識別、GPS、路徑規劃、推薦系統、分類和估計。接著，他解釋了這些應用的運作方式，並在此過程中為讀者提供了對應用概率的關鍵概念和方法的理解。Python 實驗室使讀者能夠進行實驗並鞏固他們的理解。這本書包括作業、解答和 Jupyter 筆記本。本版新增了如 Boosting、多臂賭徒、統計測試、社交網絡、排隊網絡和神經網絡等主題。關於本書的輔助資料，包括 Python 演示示例和在伯克利使用的 Python 實驗室，請發送電子郵件至 Mary James，郵箱地址為 mary.james@springer.com。
這是一本開放存取的書籍。
作者簡介
Jean Camille Walrand is a professor emeritus of Electrical Engineering and Computer Science at UC Berkeley. He received his Ph.D. from the Department of Electrical Engineering and Computer Sciences department at the University of California, Berkeley, and has been on the faculty of that department since 1982. He is the author of An Introduction to Queueing Networks (Prentice Hall, 1988), Communication Networks: A First Course (2nd ed. McGraw-Hill,1998), and "Uncertainty: A User Guide" (Amazon, 2019) and co-author of High-Performance Communication Networks (2nd ed, Morgan Kaufmann, 2000), Communication Networks: A Concise Introduction (2nd ed, Morgan & Claypool, 2017), Scheduling and Congestion Control for Communication and Processing networks (Morgan & Claypool, 2010), and "Sharing Network Resources" (Morgan & Claypool, 2014). His research interests include stochastic processes, queuing theory, communication networks, game theory, and the economics of the Internet. Walrand has received numerous awards for his work over the years. He is a Fellow of the Belgian American Education Foundation and of the IEEE. Additionally, he is a recipient of the Lanchester Prize, the Stephen O. Rice Prize., the IEEE Kobayashi Award, and the ACM SIGMETRICS Achievement Award.
作者簡介(中文翻譯)
讓·卡米爾·瓦蘭（Jean Camille Walrand）是加州大學伯克利分校（UC Berkeley）電機工程與計算機科學系的名譽教授。他在加州大學伯克利分校的電機工程與計算機科學系獲得博士學位，自1982年以來一直在該系任教。他是《排隊網路導論》（An Introduction to Queueing Networks，Prentice Hall，1988）、《通信網路：第一課》（Communication Networks: A First Course，第二版，McGraw-Hill，1998）和《不確定性：使用者指南》（Uncertainty: A User Guide，Amazon，2019）的作者，並且是《高效能通信網路》（High-Performance Communication Networks，第二版，Morgan Kaufmann，2000）、《通信網路：簡明介紹》（Communication Networks: A Concise Introduction，第二版，Morgan & Claypool，2017）、《通信與處理網路的排程與擁塞控制》（Scheduling and Congestion Control for Communication and Processing networks，Morgan & Claypool，2010）以及《共享網路資源》（Sharing Network Resources，Morgan & Claypool，2014）的共同作者。他的研究興趣包括隨機過程、排隊理論、通信網路、博弈論以及網際網路經濟學。瓦蘭在多年來的工作中獲得了許多獎項。他是比利時美國教育基金會和IEEE的會士。此外，他還獲得了蘭徹斯特獎（Lanchester Prize）、史蒂芬·O·萊斯獎（Stephen O. Rice Prize）、IEEE小林獎（IEEE Kobayashi Award）和ACM SIGMETRICS成就獎（ACM SIGMETRICS Achievement Award）。
