Accelerating diffusions
Published in The Annals of Applied Probability • May 1, 2005
Authors:,,
Chii-Ruey Hwang
Shu-Yin Hwang-Ma
Shuenn‐Jyi Sheu
Abstract
Let U be a given function defined on ℝd and π(x) be a density function proportional to exp−U(x). The following diffusion X(t) is often used to sample from π(x), $$dX(t)=-\nabla U(X(t))\,dt+\sqrt{2}\,dW(t),\qquad X(0)=x_{0}.$$ To accelerate the convergence, a family of diffusions with π(x) as their c...
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