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Variational Bayesian Inference for Multichannel Dereverberation and Noise Reduction
IEEE/ACM Transactions on Audio, Speech, and Language Processing, 2014Room reverberation and background noise severely degrade the quality of hands-free speech communication systems. In this work, we address the problem of combined speech dereverberation and noise reduction using a variational Bayesian (VB) inference approach.
Dominic Schmid +4 more
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Variational Inference for Bayesian Panel VAR Models
SSRN Electronic JournalWe study the application of approximate mean field variational inference algorithms to Bayesian panel VAR models in which an exchangeable prior is placed on the dynamic parameters and the residuals follow either a Gaussian or a Student-t distribution.
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Bayesian Inference via Variational Approximation for Collaborative Filtering
Neural Processing Letters, 2018Variational approximation method finds wide applicability in approximating difficult-to-compute probability distributions, a problem that is especially important in Bayesian inference to estimate posterior distributions. Latent factor model is a classical model-based collaborative filtering approach that explains the user-item association by ...
Yang Weng, Lei Wu, Wenxing Hong
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Learning from Demonstration Using Variational Bayesian Inference
2015Learning from demonstration LFD is an active area of research in robotics. There are many approaches to LFD. One of the most widely used approaches is the combination of Gaussian Mixture Model learning for modeling and Gaussian Mixture Regression for behavior generation GMM/GMR due to its advantages including easy learning using Expectation ...
Mostafa Hussein +2 more
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Variational inference based distributed noise adaptive Bayesian filter
Signal Processing, 2021Haoshen Lin, Chen Hu
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Fast and accurate Bayesian polygenic risk modeling with variational inference
American Journal of Human Genetics, 2023Shadi Zabad, Simon Gravel, Yue Li
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Variational Bayesian Inference Algorithms for Infinite Relational Model of Network Data
IEEE Transactions on Neural Networks and Learning Systems, 2015Takatomi Kubo +2 more
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