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convergence

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Model Perspective
Model Perspective
Nov 9, 2022 · Fundamentals

Understanding Markov Chains: From Basics to Convergence and Sampling

This article explains the fundamentals of Markov chains, illustrates their transition matrix with a market example, demonstrates convergence through Python code, and outlines how to use the stationary distribution for sampling in Monte Carlo simulations.

Markov ChainStochastic Processconvergence
0 likes · 9 min read
Understanding Markov Chains: From Basics to Convergence and Sampling
Model Perspective
Model Perspective
Oct 2, 2022 · Fundamentals

Why Do Markov Chains Always Converge? A Hands‑On Exploration

This article explains the basic definition of Markov chains, illustrates a stock‑market example with transition matrices, demonstrates convergence through Python simulations, and shows how the steady‑state distribution enables sampling for Monte Carlo methods.

Markov ChainPythonconvergence
0 likes · 10 min read
Why Do Markov Chains Always Converge? A Hands‑On Exploration