An Liu

Advanced Bayesian Signal Processing

Name: Advanced Bayesian Signal Processing
Brand: An Liu
SKU: 9783032266569
Price: 117.69 EUR
Availability: InStock

From Foundations to Frontiers in Communication and Sensing

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Inhaltsangabe

Introduction.- Part I: Bayesian Parameter Estimation for Wireless Communications and Sensing.- Bayesian Decision Theory: A Unified Framework for Parameter Estimation.- Point Estimators.- Bayesian Estimators.- Expectation Maximization.- Factor Graph and Message Passing.- Subspace Methods.- Part II: Sparse Bayesian Inference (Compressive Sensing) for Wireless Communications and Sensing.- Introduction to Compressive Sensing (CS).- Optimization Based CS Recovery Algorithms.- Greedy CS Recovery Algorithms.- Approximate Message Passing.- Sparse Bayesian Learning.- Variational Bayesian Inference.- Part III: Advanced Topics in Future Wireless Networks.- Structure Compressive Sensing with Dynamic Grid.- Turbo Compressive Sensing.- Dynamic Bayesian Learning.- Advanced Variational Bayesian Inference Methods.- Bayesian Deep Learning.- Conclusion.

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