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How to MCMC (or other simulation) given a non-stationary distribution?

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#stochastic-processes #markov-chains #machine-learning #markov-process #monte-carlo
130
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Proposal density of Metropolis algorithm

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#monte-carlo #simulation
32
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Intuition behind convergence of MCMC inference methods

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#statistical-inference #machine-learning #sampling #monte-carlo
60
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How to do Monte Carlo Method for exceedingly large numbers?

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#monte-carlo #simulation #calculator
221
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Can we use the control variate Monte Carlo variance reduction approach to estimate variance?

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#probability #statistics #variance #monte-carlo
1.4k
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Monte Carlo method to find minimum value of a function

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#monte-carlo
148
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Integrating a function over a random effect (Normal distribution)

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#integration #random-variables #normal-distribution #monte-carlo
42
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Integrating with a non-analytical solution (random effects)

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#integration #random-variables #normal-distribution #monte-carlo #approximate-integration
144
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Drawing random realisation from quantity with poisson error

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#random #poisson-distribution #standard-deviation #monte-carlo #error-propagation
458
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Prove Rate of Convergence of Monte Carlo

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#probability #central-limit-theorem #monte-carlo
151
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Show that the larger $c$ is the faster ${\rm d}U_t^c=\frac c2h'(U_t^c){\rm d}t+\sqrt c{\rm d}W_t$ converges to its stationary distribution

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#probability-theory #markov-chains #markov-process #monte-carlo #stochastic-differential-equations
231
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Weighted random sample over continuous data

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#random #sampling #monte-carlo
79
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Identifying a conditional distribution for Gibbs sampling

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#probability-theory #probability-distributions #density-function #monte-carlo
257
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Derivation Contrastive Divergence

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#probability #machine-learning #monte-carlo #artificial-intelligence
36
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Minimise computational cost for given level of MSE

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#computational-complexity #maxima-minima #monte-carlo #mean-square-error

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