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09/10/2021
Latent space projection predictive inference
Given a reference model that includes all the available variables, proje...
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03/01/2021
Challenges and Opportunities in High-dimensional Variational Inference
We explore the limitations of and best practices for using black-box var...
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10/14/2020
Projection Predictive Inference for Generalized Linear and Additive Multilevel Models
Projection predictive inference is a decision theoretic Bayesian approac...
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09/01/2020
Robust, Accurate Stochastic Optimization for Variational Inference
We consider the problem of fitting variational posterior approximations ...
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05/06/2020