Compressed Sensing and its Applications

???Survey on Compressed Sensing.- Temporal compressive sensing for video.- Compressed Sensing, Sparse Inversion, and Model Mismatch.- Recovering Structured Signals in Noise: Least-Squares Meets Compressed Sensing.- The Quest for Optimal Sampling: Computationally Efficient, Structure-exploiting Measurements for Compressed Sensing.- Compressive Sensing in Acoustic Imaging.- Quantization and Compressive Sensing.- Compressive Gaussian Mixture Estimation.- Two Algorithms for Compressed Sensing of Sparse Tensors.- Sparse Model Uncertainties in Compressed Sensing with Application to Convolutions and Sporadic Communication.- Cosparsity in Compressed Sensing.- Structured Sparsity: Discrete and Convex Approaches.- Explicit Matrices with the Restricted Isometry Property: Breaking the Square-Root Bottleneck.- Tensor Completion in Hierarchical Tensor Representations.- Compressive Classification: Where Wireless Communications Meets Machine Learning.

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• Teoria da codificação e criptologia
• Teoria da informação
• Teoria matemática da computação
• Engenharia electrónica
• Análise numérica
• Álgebra
• Processamento de sinais

Acoustic Imaging;Compressed Sensing;Convex Optimization;Machine Learning;Quantization;Structured Sparsity;Wireless Communications;information and communication, circuits;matrix theory