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Hyperparameter Estimation for Sparse Bayesian Learning Models

Published in arXiv (Cornell University) • Jan 4, 2024
NobleIDNI4P19W57R16S70
Authors:
Feng Yu
,
Lixin Shen
,
Guohui Song

Abstract

Sparse Bayesian Learning (SBL) models are extensively used in signal processing and machine learning for promoting sparsity through hierarchical priors. The hyperparameters in SBL models are crucial for the model's performance, but they are often difficult to estimate due to the non-convexity and th...

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