Mohlo by se vám také líbit

Více informací o knize Dictionary Learning Algorithms and Applications

• Parametry knihy
• Anotace
• Oblíbené z jiného soudku

Nákupem získáte 353 bodů

Anotace knihy

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.

Parametry knihy

Zařazení knihy Knihy v angličtině Technology, engineering, agriculture Electronics & communications engineering Electronics engineering

• Plný název: Dictionary Learning Algorithms and Applications
• Autor: Bogdan Dumitrescu, Paul Irofti
• Jazyk: Angličtina
• Vazba: Pevná
• Počet stran: 284
• EAN: 9783319786735
• ISBN: 3319786733
• ID: 19042344
• Nakladatelství: Springer International Publishing AG
• Hmotnost: 617 g
• Rozměry: 235 × 155 × 23 mm
• Datum vydání: 25. April 2018

Oblíbené z jiného soudku

---

---

---