商品描述
This textbook provides a systematical introduction of Bayesian signal processing from Bayesian parameter estimation, factor graph, and message passing to sparse Bayesian inference (compressive sensing). The book not only provides a systematical introduction of the theory and methods in Bayesian inference, but also discusses advanced Bayesian inference methods recently developed for future wireless systems and its applications in emerging wireless technologies, including massive MIMO, wireless localization, integrated sensing and communications, etc. The authors include a unified framework to incorporate different Bayesian inference methods/algorithms, and a thorough comparison of the pros and cons of different Bayesian inference methods/algorithms and their application scenarios in wireless network and IoT. The authors offer classroom materials such as homework problems, course projects, a solutions manual, PowerPoint slides, and sample code. The book is intended for senior undergraduates, graduate and advanced graduate students and is also suitable for industry researchers.
商品描述(中文翻譯)
本教科書系統化介紹貝葉斯訊號處理，內容涵蓋從貝葉斯參數估計、因子圖（factor graph）與訊息傳遞（message passing），到稀疏貝葉斯推論（sparse Bayesian inference，亦即壓縮感知（compressive sensing））。本書不僅系統性介紹貝葉斯推論的理論與方法，也探討近期為未來無線系統所發展的進階貝葉斯推論方法，以及其在新興無線技術中的應用，包括大規模 MIMO（massive MIMO）、無線定位（wireless localization）、整合感知與通訊（integrated sensing and communications）等。
作者建立了一套統一架構，用以整合不同的貝葉斯推論方法與演算法，並全面比較各種貝葉斯推論方法與演算法的優缺點，以及它們在無線網路與 IoT 中的適用情境。本書也提供課堂教學材料，包括作業題目、課程專題、解答手冊、PowerPoint 投影片與範例程式碼。
本書適合高年級大學生、研究生與進階研究生閱讀，也適合業界研究人員參考。
作者簡介
Dr. An Liu received the B.S. and Ph.D. degrees in electrical engineering from Peking University, China, in 2004 and 2011, respectively. From 2008 to 2010, he was a Visiting Scholar with the Department of ECEE, University of Colorado at Boulder, USA. He was a Post-Doctoral Research Fellow from 2011 to 2013, a Visiting Assistant Professor in 2014, and a Research Assistant Professor with the Department of ECE, HKUST, Hong Kong, from 2015 to 2017. He is currently an Associate Professor with the College of Information Science and Electronic Engineering, Zhejiang University. An Liu is a Senior Member, IEEE. His research interests include wireless communications, stochastic optimization, compressive sensing, and machine/deep learning for communications. He is serving an Editor for IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, and a member for the Signal Processing for Communications and Networking Technical Committee (SPCOM TC) of IEEE Signal Processing Society. He served as an Editor for IEEE TRANSACTIONSON ON SIGNAL PROCESSING from 2020 to 2024, an Editor for IEEE WIRELESS COMMUNICATIONS LETTERS from 2017 to 2022. He has 130+ IEEE Journal Publications, 90+ IEEE Conference Publications, 3 Book Chapters, 1 US Patents and 10+ China Patents. Dr. Ming-Min Zhao received the B.Eng. and Ph.D. degrees in information and communication engineering from Zhejiang University, in 2012 and 2017, respectively. From 2015 to 2016, he was a Visiting Scholar with the Department of Electrical and Computer Engineering, Iowa State University, Ames, IA, USA. From 2017 to 2018, he worked as a Research Engineer with Huawei Technologies Co., Ltd. From 2019 to 2020, he was a Visiting Scholar with the Department of Electrical and Computer Engineering, National University of Singapore. Since 2018, he has been working with Zhejiang University, where he is currently an Associate Professor with the College of Information Science and Electronic Engineering. Ming-Min Zhao is a Senior Member, IEEE. His research interests include algorithm design and analysis for advanced MIMO, signal processing for communication, channel coding, and machine learning for wireless communications. His paper received the IEEE Communications Society Katherine Johnson Young Author Best Paper Award in 2024. He was the Publication and Publicity Co-Chair for the 2022 International Symposium on Wireless Communication Systems (ISWCS), and co-organized workshops/special sessions at IEEE/CIC ICCC 2025, IEEE VTC2025-Fall, IEEE SAM 2026 and IEEE SPAWC 2026. He is currently serving as an Associate Editor for IEEE OPEN JOURNAL OF SIGNAL PROCESSING and IEEE WIRELESS COMMUNICATIONS LETTERS. He has 50+ IEEE Journal Publications, 50+ IEEE Conference Publications, 2 US Patents and 10+ China Patents.
作者簡介(中文翻譯)
An Liu 博士於 2004 年及 2011 年分別取得中國北京大學電機工程學士及博士學位。2008 年至 2010 年期間，他於美國 University of Colorado at Boulder 的 ECEE Department 擔任訪問學者。2011 年至 2013 年擔任博士後研究員，2014 年擔任訪問助理教授，並於 2015 年至 2017 年期間擔任香港 HKUST ECE Department 的研究助理教授。目前，他是 Zhejiang University College of Information Science and Electronic Engineering 的副教授。
An Liu 是 IEEE Senior Member。他的研究興趣包括無線通訊、隨機最佳化、壓縮感知，以及應用於通訊的機器學習／深度學習。他目前擔任 IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS 編輯，並擔任 IEEE Signal Processing Society 的 Signal Processing for Communications and Networking Technical Committee（SPCOM TC）委員。他曾於 2020 年至 2024 年擔任 IEEE TRANSACTIONS ON SIGNAL PROCESSING 編輯，並於 2017 年至 2022 年擔任 IEEE WIRELESS COMMUNICATIONS LETTERS 編輯。截至目前，他已發表 130 多篇 IEEE 期刊論文、90 多篇 IEEE 會議論文、3 個書籍章節、1 項美國專利及 10 多項中國專利。
Ming-Min Zhao 博士於 2012 年及 2017 年分別取得 Zhejiang University 資訊與通訊工程學士及博士學位。2015 年至 2016 年期間，他於美國愛荷華州 Ames 的 Iowa State University 電機與電腦工程系擔任訪問學者。2017 年至 2018 年期間，他任職於 Huawei Technologies Co., Ltd.，擔任研究工程師。2019 年至 2020 年期間，他於 National University of Singapore 電機與電腦工程系擔任訪問學者。自 2018 年起，他任職於 Zhejiang University，目前是 College of Information Science and Electronic Engineering 的副教授。
Ming-Min Zhao 是 IEEE Senior Member。他的研究興趣包括先進 MIMO 的演算法設計與分析、通訊訊號處理、通道編碼，以及應用於無線通訊的機器學習。他的論文於 2024 年獲得 IEEE Communications Society Katherine Johnson Young Author Best Paper Award。他曾擔任 2022 International Symposium on Wireless Communication Systems（ISWCS）的出版與宣傳共同主席，並共同籌辦 IEEE/CIC ICCC 2025、IEEE VTC2025-Fall、IEEE SAM 2026 及 IEEE SPAWC 2026 的工作坊／特別場次。
目前，他擔任 IEEE OPEN JOURNAL OF SIGNAL PROCESSING 及 IEEE WIRELESS COMMUNICATIONS LETTERS 的副編輯。截至目前，他已發表 50 多篇 IEEE 期刊論文、50 多篇 IEEE 會議論文、2 項美國專利及 10 多項中國專利。
