Sparse Modeling: Theory, Algorithms, and Applications by Irina Rish,Genady Grabarnik PDF

By Irina Rish,Genady Grabarnik

ISBN-10: 1439828695

ISBN-13: 9781439828694

Sparse versions are rather invaluable in medical functions, equivalent to biomarker discovery in genetic or neuroimaging info, the place the interpretability of a predictive version is key. Sparsity may also dramatically increase the associated fee potency of sign processing.


Sparse Modeling: idea, Algorithms, and Applications offers an advent to the transforming into box of sparse modeling, together with program examples, challenge formulations that yield sparse suggestions, algorithms for locating such options, and up to date theoretical effects on sparse restoration. The booklet will get you on top of things at the most up-to-date sparsity-related advancements and may inspire you to continue to learn concerning the field.



The authors first current motivating examples and a high-level survey of key contemporary advancements in sparse modeling. The e-book then describes optimization difficulties regarding accepted sparsity-enforcing instruments, offers crucial theoretical effects, and discusses a number of cutting-edge algorithms for locating sparse strategies.



The authors move directly to tackle quite a few sparse restoration difficulties that stretch the elemental formula to extra refined types of based sparsity and to various loss services. in addition they learn a selected classification of sparse graphical types and canopy dictionary studying and sparse matrix factorizations.

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Sparse versions are relatively important in clinical functions, equivalent to biomarker discovery in genetic or neuroimaging info, the place the interpretability of a predictive version is key. Sparsity may also dramatically increase the fee potency of sign processing. Sparse Modeling: concept, Algorithms, and functions offers an advent to the turning out to be box of sparse modeling, together with program examples, challenge formulations that yield sparse recommendations, algorithms for locating such options, and up to date theoretical effects on sparse restoration.

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Sparse Modeling: Theory, Algorithms, and Applications (Chapman & Hall/Crc Machine Learning & Pattern Recognition) by Irina Rish,Genady Grabarnik


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