Boosting prior knowledge in streaming variational Bayes
Sign Up to like & getrecommendations! Published in 2021 at "Neurocomputing"
DOI: 10.1016/j.neucom.2020.10.026
Abstract: Abstract Exploiting prior/human knowledge is an effective way to enhance Bayesian models, especially in cases of sparse or noisy data, for which building an entirely new model is not always possible. There is a lack… read more here.
Keywords: prior knowledge; knowledge; variational bayes; boosting prior ... See more keywords
Transformer-Based Online Bayesian Neural Networks for Grant-Free Uplink Access in CRAN With Streaming Variational Inference
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2021.3113679
Abstract: We propose a model-driven Bayesian deep learning framework for multiple access uplink systems in Multiuser MIMO systems. Utilizing tools from Streaming Variational Inference, we combine graphical models with neural networks to enable fast online machine… read more here.
Keywords: neural networks; streaming variational; transformer based; access ... See more keywords