Markov Processes for Stochastic Modeling pdf epub mobi txt 电子书 下载 2024


Markov Processes for Stochastic Modeling

简体网页||繁体网页
Oliver Ibe
Academic Press
2008-9-16
512
USD 89.95
Hardcover
9780123744517

图书标签: 数学  stochastic  markov  英文原版  概率论   


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发表于2024-11-28

Markov Processes for Stochastic Modeling epub 下载 mobi 下载 pdf 下载 txt 电子书 下载 2024

Markov Processes for Stochastic Modeling epub 下载 mobi 下载 pdf 下载 txt 电子书 下载 2024

Markov Processes for Stochastic Modeling pdf epub mobi txt 电子书 下载 2024



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Markov processes are used to model systems with limited memory. They are used in many areas including communications systems, transportation networks, image segmentation and analysis, biological systems and DNA sequence analysis, random atomic motion and diffusion in physics, social mobility, population studies, epidemiology, animal and insect migration, queueing systems, resource management, dams, financial engineering, actuarial science, and decision systems.

This book, which is written for upper level undergraduate and graduate students, and researchers, presents a unified presentation of Markov processes. In addition to traditional topics such as Markovian queueing system, the book discusses such topics as continuous-time random walk,correlated random walk, Brownian motion, diffusion processes, hidden Markov models, Markov random fields, Markov point processes and Markov chain Monte Carlo. Continuous-time random walk is currently used in econophysics to model the financial market, which has traditionally been modelled as a Brownian motion. Correlated random walk is popularly used in ecological studies to model animal and insect movement. Hidden Markov models are used in speech analysis and DNA sequence analysis while Markov random fields and Markov point processes are used in image analysis. Thus, the book is designed to have a very broad appeal.

- Provides the practical, current applications of Markov processes

- Coverage of HMM, Point processes, and Monte Carlo

- Includes enough theory to help students gain throrough understanding of the subject

- Principles can be immediately applied in many specific research projects, saving researchers time

- End of chapter exercises provide reinforcement, practice and increased understanding to the student

Markov Processes for Stochastic Modeling 下载 mobi epub pdf txt 电子书

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