计算机科学
无线
理论计算机科学
统计信号处理
透视图(图形)
航程(航空)
推论
钥匙(锁)
无线网络
多样性(控制论)
随机矩阵
信号处理
算法
数字信号处理
人工智能
电信
工程类
特征向量
物理
计算机安全
量子力学
计算机硬件
航空航天工程
作者
Romain Couillet,Mérouane Debbah
标识
DOI:10.1017/cbo9780511994746
摘要
Blending theoretical results with practical applications, this book provides an introduction to random matrix theory and shows how it can be used to tackle a variety of problems in wireless communications. The Stieltjes transform method, free probability theory, combinatoric approaches, deterministic equivalents and spectral analysis methods for statistical inference are all covered from a unique engineering perspective. Detailed mathematical derivations are presented throughout, with thorough explanation of the key results and all fundamental lemmas required for the reader to derive similar calculus on their own. These core theoretical concepts are then applied to a wide range of real-world problems in signal processing and wireless communications, including performance analysis of CDMA, MIMO and multi-cell networks, as well as signal detection and estimation in cognitive radio networks. The rigorous yet intuitive style helps demonstrate to students and researchers alike how to choose the correct approach for obtaining mathematically accurate results.
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