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Sparse Optimization Theory And Methods

Pub Date : 2018-07-04 | Author : Yun-Bin Zhao | Publisher : CRC Press

ISBN 10 : 9781351624145
ISBN 13 : 1351624148

Seeking sparse solutions of underdetermined linear systems is required in many areas of engineering and science such as signal and image processing. The efficient sparse representa..

Optimization Theory And Methods

Pub Date : 2006-08-06 | Author : Wenyu Sun | Publisher : Springer Science & Business Media

ISBN 10 : 9780387249766
ISBN 13 : 0387249761

Optimization Theory and Methods can be used as a textbook for an optimization course for graduates and senior undergraduates. It is the result of the author's teaching and research..

Sparse And Redundant Representations

Pub Date : 2010-08-12 | Author : Michael Elad | Publisher : Springer Science & Business Media

ISBN 10 : 9781441970114
ISBN 13 : 1441970118

A long long time ago, echoing philosophical and aesthetic principles that existed since antiquity, William of Ockham enounced the principle of parsimony, better known today as Ockh..

Sparse Modeling

Pub Date : 2014-12-01 | Author : Irina Rish | Publisher : CRC Press

ISBN 10 : 9781439828694
ISBN 13 : 1439828695

Sparse models are particularly useful in scientific applications, such as biomarker discovery in genetic or neuroimaging data, where the interpretability of a predictive model is e..

Statistical Learning With Sparsity

Pub Date : 2015-05-07 | Author : Trevor Hastie | Publisher : CRC Press

ISBN 10 : 9781498712170
ISBN 13 : 1498712177

Discover New Methods for Dealing with High-Dimensional Data A sparse statistical model has only a small number of nonzero parameters or weights; therefore, it is much easier to est..

Parallel Optimization

Pub Date : 1997 | Author : Yair Censor | Publisher : Oxford University Press on Demand

ISBN 10 : 019510062X
ISBN 13 : 9780195100624

This advanced text introduces parallel computing ideas into optimization theory and numerical algorithms for large-scale optimization problems. It combines rigorous mathematical an..

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