Hilbert and Banach Space-Valued Stochastic Processes(Series on Multivariate Analysis)

希尔伯特与巴拿赫空间值随机过程

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平台大促 低至8折优惠
发货周期:预计3-5周发货
作      者
出  版 社
出版时间
2021年07月29日
装      帧
精装
ISBN
9789811211744
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页      码
540 pp
语      种
英文
版      次
2nd ed.
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图书简介
This is a development of the book entitled Multidimensional Second Order Stochastic Processes. It provides a research expository treatment of infinite-dimensional stationary and nonstationary stochastic processes or time series, based on Hilbert and Banach space-valued second order random variables. Stochastic measures and scalar or operator bimeasures are fully discussed to develop integral representations of various classes of nonstationary processes such as harmonizable, V-bounded, Cramér and Karhunen classes as well as the stationary class. A new type of the Radon–Nikodým derivative of a Banach space-valued measure is introduced, together with Schauder basic measures, to study uniformly bounded linearly stationary processes. Emphasis is on the use of functional analysis and harmonic analysis as well as probability theory. Applications are made from the probabilistic and statistical points of view to prediction problems, Kalman filter, sampling theorems and strong laws of large numbers. Generalizations are made to consider Banach space-valued stochastic processes to include processes of pth order for p ≥ 1. Readers may find that the covariance kernel is always emphasized and reveals another aspect of stochastic processes. This book is intended not only for probabilists and statisticians, but also for functional analysts and communication engineers. Key Features: oFunctional analysis methods are used on stochastic processes oThis is an enlarged second edition with the latest updates oStructural analysis of nonstationary and stationary processes are also included oThis book is in the intersection of probability theory and analysis
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