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Stochastic Processes in Dynamical Systems

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Gaussian Process

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Used for probabilistic modeling in machine learning for making predictions about complex, non-linear systems.

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Random Walk

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A sequential process where the next value is a random step from the current one, related to diffusion phenomena.

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Wiener Process

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A special case of Brownian motion, representing continuous-time random walks with Gaussian increments.

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Fokker-Planck Equation

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A partial differential equation describing the time evolution of the probability density function of the velocity of a particle under the influence of drag forces and random forces.

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Markov Chain

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Used to model systems that transition from one state to another, where the next state only depends on the current state.

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Ornstein-Uhlenbeck Process

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Models mean-reverting behavior suitable for temperature variation or interest rates.

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Brownian Motion

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Models random continuous movement, often used to simulate particle paths or stock market fluctuations.

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Levy Flight

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A random walk with steps of varying sizes, often heavy-tailed, used to model foraging patterns and stock market movements.

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Jump-Diffusion Process

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Combines Gaussian diffusion with Poisson jumps, suitable for option pricing and financial modeling with discontinuities.

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Poisson Process

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Describes events occurring independently over time at a constant average rate, often used in queuing theory.

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