Search for dissertations about: "Delayed acceptance MCMC"
Found 2 swedish dissertations containing the words Delayed acceptance MCMC.
-
1. Bayesian Inference in Large Data Problems
Abstract : In the last decade or so, there has been a dramatic increase in storage facilities and the possibility of processing huge amounts of data. This has made large high-quality data sets widely accessible for practitioners. This technology innovation seriously challenges traditional modeling and inference methodology. READ MORE
-
2. Simulation-based Inference : From Approximate Bayesian Computation and Particle Methods to Neural Density Estimation
Abstract : This doctoral thesis in computational statistics utilizes both Monte Carlo methods(approximate Bayesian computation and sequential Monte Carlo) and machine-learning methods (deep learning and normalizing flows) to develop novel algorithms for inference in implicit Bayesian models. Implicit models are those for which calculating the likelihood function is very challenging (and often impossible), but model simulation is feasible. READ MORE