Unification of MAP Estimation and Marginal Inference in Recurrent Neural Networks
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Neural Networks and Learning Systems"
DOI: 10.1109/tnnls.2018.2805813
Abstract: Numerous experimental data show that human brain can represent probability distributions and perform Bayesian inference. However, it remains unclear how the brain implements probabilistic inference in the form of neural circuits. Several models have been… read more here.
Keywords: map estimation; recurrent neural; marginal inference; estimation marginal ... See more keywords
Direct and flexible marginal inference for semicontinuous data
Sign Up to like & getrecommendations! Published in 2017 at "Statistical Methods in Medical Research"
DOI: 10.1177/0962280215602290
Abstract: The marginalized two-part (MTP) model for semicontinuous data proposed by Smith et al. provides direct inference for the effect of covariates on the marginal mean of positively continuous data with zeros. This brief note addresses… read more here.
Keywords: semicontinuous data; flexible marginal; direct flexible; mtp model ... See more keywords