Blar i forfatter Mastergradsoppgaver i statistikk "Berezowski, Jonathan"
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Trans-dimensional inference over Bayesian neural networks
Berezowski, Jonathan (Master thesis; Mastergradsoppgave, 2021-06-03)Trans-dimensional Bayesian inference for multi-layer perceptron architectures of varying size by reversible jump Markov chain Monte Carlo is developed and examined for its theoretical and practical merits and considerations. The algorithm features the No-U-Turn Sampler and Hamiltonian Monte Carlo for within-dimension moves, and makes use of a delayed-rejection sampler while exploring a variety of ...