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12/23/2022
Statistical Distance Based Deterministic Offspring Selection in SMC Methods
Over the years, sequential Monte Carlo (SMC) and, equivalently, particle...
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03/01/2022
VaiPhy: a Variational Inference Based Algorithm for Phylogeny
Phylogenetics is a classical methodology in computational biology that t...
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02/22/2022
Multiple Importance Sampling ELBO and Deep Ensembles of Variational Approximations
In variational inference (VI), the marginal log-likelihood is estimated ...
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09/05/2015
HAMSI: A Parallel Incremental Optimization Algorithm Using Quadratic Approximations for Solving Partially Separable Problems
We propose HAMSI (Hessian Approximated Multiple Subsets Iteration), whic...
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06/03/2015