Dictionary Learning Algorithms and Applications

Autor: Bogdan Dumitrescu, Paul Irofti

Jazyk:

Väzba: Pevná

Vydavateľ: Springer International Publishing AG

Dostupnosť: Skladom u dodávateľa

Odosielame za 10-13 dní

149.91 €

This book covers all the relevant dictionary learning algorithms, presenting them in full detail and...

Informácie o knihe

Autor

Bogdan Dumitrescu, Paul Irofti

Jazyk

Angličtina

Väzba

Kniha - Pevná

Vydalo

2018

Stránok

284

EAN

9783319786735

ISBN

3319786733

Enbook ID

19042344

Vydavateľ

Springer International Publishing AG

Hmotnosť

617

Rozmery

155 x 235 x 23

Kompletný popis

This book covers all the relevant dictionary learning algorithms, presenting them in full detail and showing their distinct characteristics but also revealing the similarities. It gives implementation tricks that are often ignored but are crucial for a successful program. Besides MOD, K-SVD and other standard algorithms, it provides the significant dictionary learning problem variations, such as regularization, incoherence enforcing, finding an economical size, or learning adapted to specific problems like classification. Several types of dictionary structures are treated, like shift invariant; orthogonal blocks or factored dictionaries; separable dictionaries for multidimensional signals. Nonlinear extensions such as kernel dictionary learning can also be found in the book. The discussion of all these dictionary types and algorithms is enriched with a thorough numerical comparison on several classic problems, thus showing the strengths and weaknesses of each algorithm. A few selected applications, related to classification, denoising and compression, complete the view on the capabilities of the presented dictionary learning algorithms. The book is accompanied by code for all algorithms and for reproducing most tables and figures. Presents all relevant dictionary learning algorithms - for the standard problem and its main variations - in detail and ready for implementation; Covers all dictionary structures that are meaningful in applications; Examines the numerical properties of the algorithms and shows how to choose the appropriate dictionary learning algorithm.

Mohlo by vás zaujímať

Zákazníci, ktorí si kúpili túto knihu, kúpili tiež

Najčastejšie vyhľadávané

Categories

Authors

Publishers

Produkty

Produkty

Najčastejšie vyhľadávané

Categories

Authors

Publishers

Produkty

Produkty

Dictionary Learning Algorithms and Applications

Informácie o knihe

Kompletný popis

Mohlo by vás zaujímať

Zákazníci, ktorí si kúpili túto knihu, kúpili tiež