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Random Processes & Markov Chains: A Comprehensive Guide to Stochastic Modeling and Applications
Paperback
Publisher: Independently Published
Published: Feb 26 2025
Pages: 416
Weight: 1.22
Height: 0.85 Width: 6.00 Depth: 9.00
Language: English
Random processes and Markov chains form the foundation of stochastic modeling, widely used in fields like finance, engineering, machine learning, and operations research. These mathematical tools help model uncertainty, decision-making, and dynamic systems, providing insights into everything from financial markets and queuing systems to AI algorithms and biological processes.
This comprehensive guide breaks down complex topics into clear explanations and practical applications, making it ideal for students, researchers, and professionals who want to build a strong mathematical foundation in stochastic processes.
What You'll Learn:Fundamentals of Random Processes - Poisson processes, Gaussian processes, and Wiener processes
Discrete-Time & Continuous-Time Markov Chains - Transition probabilities, steady-state analysis, and Chapman-Kolmogorov equations
Stochastic Modeling Techniques - Applications in queuing theory, inventory management, and dynamic systems
Hidden Markov Models (HMMs) - Applications in speech recognition, finance, and artificial intelligence
Martingales & Stochastic Optimization - How probability models are used in decision-making under uncertainty
Monte Carlo Simulations & Markov Chain Monte Carlo (MCMC) - Numerical methods for complex stochastic systems
Practical Examples & Case Studies - Applications in economics, physics, engineering, and data science
Students & Researchers - Build a solid foundation in probability, stochastic processes, and Markov models
Engineers & Scientists - Apply stochastic modeling techniques to real-world problems
Data Scientists & AI Practitioners - Leverage Markov chains for machine learning and predictive analytics
Finance & Business Professionals - Use Markov models for risk analysis and market prediction
With clear explanations, real-world applications, and step-by-step examples, this book makes random processes and Markov chains accessible to a broad audience.
Master stochastic modeling-get your copy today!
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