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[文献讨论] Bayesian Inference for Stochastic Processes [推广有奖]

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nivastuli 发表于 2018-8-20 22:48:52 |显示全部楼层 |坛友微信交流群
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This is the first book designed to introduce Bayesian inference procedures for stochastic processes. There are clear advantages to the Bayesian approach (including the optimal use of prior information). Initially, the book begins with a brief review of Bayesian inference and uses many examples relevant to the analysis of stochastic processes, including the four major types, namely those with discrete time and discrete state space and continuous time and continuous state space. The elements necessary to understanding stochastic processes are then introduced, followed by chapters devoted to the Bayesian analysis of such processes. It is important that a chapter devoted to the fundamental concepts in stochastic processes is included. Bayesian inference (estimation, testing hypotheses, and prediction) for discrete time Markov chains, for Markov jump processes, for normal processes (e.g. Brownian motion and the Ornstein–Uhlenbeck process), for traditional time series, and, lastly, for point and spatial processes are described in detail. Heavy emphasis is placed on many examples taken from biology and other scientific disciplines. In order analyses of stochastic processes, it will use R and WinBUGS.

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关键词:Stochastic Inference Processes Bayesian Stochast

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CRC Press - Bayesian Inference for Stochastic Processes (2018).pdf

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Bayesian Inference for Stochastic Processes

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zhou_yl 发表于 2018-8-20 23:25:33 来自手机 |显示全部楼层 |坛友微信交流群
谢谢分享

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eeabcde 发表于 2018-8-28 15:48:06 |显示全部楼层 |坛友微信交流群
谢谢分享

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yangwag 发表于 2018-9-3 15:03:20 |显示全部楼层 |坛友微信交流群
这本书比较好。

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用R的贝叶斯方法我都看看

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shuangmoyan6 发表于 2022-8-30 09:14:26 |显示全部楼层 |坛友微信交流群
thanks for sharing

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saplow 发表于 2022-9-25 09:12:35 |显示全部楼层 |坛友微信交流群
好贴就点赞,一起拿积分

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三江鸿 发表于 2023-1-17 17:08:42 来自手机 |显示全部楼层 |坛友微信交流群
点个赞感谢分享

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