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Sparse Modeling

Sparse models are particularly useful in scientific applications, such as biomarker discovery in gen;...

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Sparse Modeling

Sparse models are particularly useful in scientific applications, such as biomarker discovery in gen;...

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Low Rank and Sparse Modeling for Visual Analysis

This book provides a view of low-rank and sparse computing, especially approximation, recovery, repr;...

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Deep Learning through Sparse and Low-Rank Modeling

Deep Learning through Sparse Representation and Low-Rank Modeling bridges classical sparse and low r;...

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Multi-Asset Risk Modeling

Multi-Asset Risk Modeling describes, in a single volume, the latest and most advanced risk modeling ;...

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Sparse representation of High Dimensional Data for Classification

In this book you will find the use of sparse Principal Component Analysis (PCA) for representing hig;...

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Sparse Grids and Applications Miami 2016

Sparse grids are a popular tool for the numerical treatment of high-dimensional problems. Where clas;...

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Image Understanding Using Sparse Representations

Image understanding has been playing an increasingly crucial role in several inverse problems and co;...

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Robust Representation for Data Analytics

This book introduces the concepts and models of robust representation learning, and provides a set o;...

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Sparse Coding and Its Applications in Computer Vision

This book provides a broader introduction to the theories and applications of sparse coding techniqu;...

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Statistical Learning with Sparsity

Discover New Methods for Dealing with High-Dimensional Data A sparse statistical model has on;...

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Statistical Learning With Sparsity

Discover New Methods for Dealing with High-Dimensional Data A sparse statistical model has only a;...

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Financial Signal Processing and Machine Learning

The modern financial industry has been required to deal with large and diverse portfolios in a varie;...

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Iterative Methods and Preconditioning for Large and Sparse Linear Systems with Applications

This book describes, in a basic way, the most useful and effective iterative solvers and appropriate;...

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Hydrology of Reconstructed and Natural Watersheds

Reclamation is a remedial practice carried out on the mining-based disturbed watersheds, for sustain;...

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Latent Variable Analysis and Signal Separation

This book constitutes the proceedings of the 12th International Conference on Latent Variable Analys;...

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A Unified Approach to Structural Limits and Limits of Graphs with Bounded Tree-Depth

In this paper the authors introduce a general framework for the study of limits of relational struct;...

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Sparse Representations for Radar with MATLAB (R) Examples

Although the field of sparse representations is relatively new, research activities in academic and ;...

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Sparse Optimization Theory and Methods

Seeking sparse solutions of underdetermined linear systems is required in many areas of engineering ;...

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Sparse Optimization Theory and Methods

Seeking sparse solutions of underdetermined linear systems is required in many areas of engineering ;...

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Sparse Approximation with Bases

This book systematically presents recent fundamental results on greedy approximation with respect to;...

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Bayesian Deconvolution of Sparse Processes

Bayesian Deconvolution of Sparse Processes: In this work, various Bayesian methods for deconvolution;...

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Sparse Adaptive Filters for Echo Cancellation

Adaptive filters with a large number of coefficients are usually involved in both network and acoust;...

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Hysteresis And Neural Memory

This book presents a concise and rigorous exposition of Preisach hysteresis models and their applica;...

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Sparse Grid Quadrature in High Dimensions with Applications in Finance and Insurance

This book deals with the numerical analysis and efficient numerical treatment of high-dimensional in;...

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Molecular Imaging in Nano MRI

The authors describe a technique that can visualize the atomic structure of molecules, it is necessa;...

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Simulation and Synthesis in Medical Imaging

This book constitutes the refereed proceedings of the First International Workshop on Simulation and;...

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