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stat.ML2021
Variational Combinatorial Sequential Monte Carlo Methods for Bayesian Phylogenetic Inference
Antonio Khalil Moretti, Liyi Zhang, Christian A. Naesseth +3
Bayesian phylogenetic inference is often conducted via local or sequential search over topologies and branch lengths using algorithms such as random-walk Markov chain Monte Carlo (…
cs.LG2021
Hierarchical Inducing Point Gaussian Process for Inter-domain Observations
Luhuan Wu, Andrew Miller, Lauren Anderson +3
We examine the general problem of inter-domain Gaussian Processes (GPs): problems where the GP realization and the noisy observations of that realization lie on different domains.…