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Dictionary Learning Algorithms and Applications - 8 Angebote vergleichen
Bester Preis: Fr. 85.16 (€ 87.11)¹ (vom 13.09.2019)Dictionary Learning Algorithms and Applications (2018)
ISBN: 9783319786742 bzw. 3319786741, in Englisch, Springer, Springer, Springer, neu, E-Book, elektronischer Download.
This book covers all the relevant dictionary learning algorithms, presenting them in full detail and showing their distinct characteristics while also revealing the similarities. It gives implementation tricks that are often ignored but that are c.
Dictionary Learning Algorithms and Applications
ISBN: 9783319786742 bzw. 3319786741, vermutlich in Englisch, Springer International Publishing, neu, E-Book, elektronischer Download.
Dictionary Learning Algorithms and Applications: This book covers all the relevant dictionary learning algorithms, presenting them in full detail and showing their distinct characteristics while also revealing the similarities. It gives implementation tricks that are often ignored but that 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, including shift invariant orthogonal blocks or factored dictionaries and 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. Englisch, Ebook.
Dictionary Learning Algorithms and Applications
ISBN: 9783319786742 bzw. 3319786741, vermutlich in Englisch, Springer Shop, neu, E-Book, elektronischer Download.
This book covers all the relevant dictionary learning algorithms, presenting them in full detail and showing their distinct characteristics while also revealing the similarities. It gives implementation tricks that are often ignored but that 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, including shift invariant; orthogonal blocks or factored dictionaries; and 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. eBook.
Dictionary Learning Algorithms and Applications (2018)
ISBN: 9783319786735 bzw. 3319786733, in Englisch, 270 Seiten, Springer, gebundenes Buch, neu, Erstausgabe.
Von Händler/Antiquariat, Amazon.de.
Die Beschreibung dieses Angebotes ist von geringer Qualität oder in einer Fremdsprache. Trotzdem anzeigen
Dictionary Learning Algorithms and Applications
ISBN: 9783030087616 bzw. 3030087611, in Englisch, 300 Seiten, Springer, Taschenbuch, neu.
Von Händler/Antiquariat, Amazon.de.
Die Beschreibung dieses Angebotes ist von geringer Qualität oder in einer Fremdsprache. Trotzdem anzeigen
Dictionary Learning Algorithms and Applications
ISBN: 9783319786742 bzw. 3319786741, in Deutsch, Springer Nature, neu, E-Book.
Die Beschreibung dieses Angebotes ist von geringer Qualität oder in einer Fremdsprache. Trotzdem anzeigen
Dictionary Learning Algorithms and Applications
ISBN: 9783319786735 bzw. 3319786733, in Deutsch, Springer International Publishing, gebundenes Buch, neu.
books~~9783319786735, Dictionary Learning Algorithms and Applications, Hardcover.