Markov Chains and Algorithm Applications

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Related lectures (32)

Modeling Neurobiological Signals: Markov Chains Log in to Mediaspace to watch this video

Explores modeling neurobiological signals with Markov Chains, focusing on parameter estimation and data classification.

Bonus Malus System: Transition Probabilities Log in to Mediaspace to watch this video

Explores the Bonus Malus system for insurance premiums and Markov chain transition probabilities.

Probability & Stochastic Processes Log in to Mediaspace to watch this video

Covers applied probability, stochastic processes, Markov chains, rejection sampling, and Bayesian inference methods.

Applied Probability & Stochastic Processes Log in to Mediaspace to watch this video

Covers applied probability, Markov chains, and stochastic processes, including transition matrices, eigenvalues, and communication classes.

Monte Carlo Chain: Motivation and Algorithm Log in to Mediaspace to watch this video

Explores the motivation and algorithm behind the Monte Carlo Chain method.

Stochastic Simulation: Markov Chains and Metropolis Hastings Log in to Mediaspace to watch this video

Introduces Markov chains and Metropolis Hastings algorithm in stochastic simulation.

Markov Chains: Convergence and Equilibrium Log in to Mediaspace to watch this video

Explores the convergence properties of Markov chains and the computation of long-run mean rewards.

Markov Chains: Communicating Classes Log in to Mediaspace to watch this video

Explores communicating classes in Markov chains, distinguishing between transient and recurrent classes, and delves into the properties of these classes.

Stochastic Simulation: Theory of Markov Chains Log in to Mediaspace to watch this video

Covers the theory of Markov chains, focusing on reversible chains and detailed balance.

Birth & Death Chains: Analysis & Probabilities Log in to Mediaspace to watch this video

Explores birth and death chains, hitting probabilities, and expected game durations in Markov chains.

Continuous-Time Markov Chains: Birth and Death Processes Log in to Mediaspace to watch this video

Covers the theory of continuous-time Markov chains, focusing on birth and death processes.

Fourier Inversion Formula Log in to Mediaspace to watch this video

Covers the Fourier inversion formula, exploring its mathematical concepts and applications, emphasizing the importance of understanding the sign.

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