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Optimal scaling of random-walk metropolis algorithms on general target distributions

Jun Yang, Gareth O. Roberts, Jeffrey S. Rosenthal

2020Stochastic Processes and their Applications26 citationsDOI

Topics & Concepts

MathematicsScalingRandom walkMarkov chain Monte CarloBayesian probabilityMetropolis–Hastings algorithmDistribution (mathematics)Applied mathematicsAlgorithmPrior probabilityAsymptotically optimal algorithmLimit (mathematics)Mathematical optimizationProbability distributionStatistical physicsStatisticsMathematical analysisGeometryPhysicsMarkov Chains and Monte Carlo MethodsStochastic processes and statistical mechanicsBayesian Methods and Mixture Models
Optimal scaling of random-walk metropolis algorithms on general target distributions | Litcius