4 citations · 8 across the 3 of their papers we have counts for
3 papers
stat.ML2022★ 1 cited
Statistical Distance Based Deterministic Offspring Selection in SMC Methods
Oskar Kviman, Hazal Koptagel, Harald Melin +1
Over the years, sequential Monte Carlo (SMC) and, equivalently, particle filter (PF) theory has gained substantial attention from researchers. However, the performance of the resam…
q-bio.PE2022★ 4 cited
VaiPhy: a Variational Inference Based Algorithm for Phylogeny
Hazal Koptagel, Oskar Kviman, Harald Melin +2
Phylogenetics is a classical methodology in computational biology that today has become highly relevant for medical investigation of single-cell data, e.g., in the context of cance…
cs.LG2022★ 3 cited
Multiple Importance Sampling ELBO and Deep Ensembles of Variational Approximations
Oskar Kviman, Harald Melin, Hazal Koptagel +2
In variational inference (VI), the marginal log-likelihood is estimated using the standard evidence lower bound (ELBO), or improved versions as the importance weighted ELBO (IWELBO…