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Quasi-stationary Monte Carlo and the ScaLE algorithm
This paper introduces a class of Monte Carlo algorithms which are based on the simulation
of a Markov process whose quasi-stationary distribution coincides with a distribution of …
of a Markov process whose quasi-stationary distribution coincides with a distribution of …
[PDF][PDF] The scalable Langevin exact algorithm: Bayesian inference for big data
This paper introduces a class of Monte Carlo algorithms which are based upon simulating a
Markov process whose quasi-stationary distribution coincides with the distribution of interest …
Markov process whose quasi-stationary distribution coincides with the distribution of interest …
Simulating bridges using confluent diffusions
Diffusions are a fundamental class of models in many fields, including finance, engineering,
and biology. Simulating diffusions is challenging as their sample paths are infinite …
and biology. Simulating diffusions is challenging as their sample paths are infinite …
Multiscale stochastic optimization: modeling aspects and scenario generation
Real-world multistage stochastic optimization problems are often characterized by the fact
that the decision maker may take actions only at specific points in time, even if relevant data …
that the decision maker may take actions only at specific points in time, even if relevant data …
Consistency of Bayesian nonparametric inference for discretely observed jump diffusions
We introduce verifiable criteria for weak posterior consistency of Bayesian nonparametric
inference for jump diffusions with unit diffusion coefficient and uniformly Lipschitz drift and …
inference for jump diffusions with unit diffusion coefficient and uniformly Lipschitz drift and …
[PDF][PDF] Quasi-stationary Monte Carlo methods and the ScaLE algorithm
The paper introduces a class of Monte Carlo algorithms which are based on the simulation
of a Markov process whose quasi-stationary distribution coincides with a distribution of …
of a Markov process whose quasi-stationary distribution coincides with a distribution of …
Exploring Probability Measures with Markov Processes
S Power - 2020 - repository.cam.ac.uk
In many domains where mathematical modelling is applied, a deterministic description of the
system at hand is insufficient, and so it is useful to model systems as being in some way …
system at hand is insufficient, and so it is useful to model systems as being in some way …