Dictionary Learning Algorithms and Applications

• Main Authors: Dumitrescu, Bogdan (Author, http://id.loc.gov/vocabulary/relators/aut), Irofti, Paul (http://id.loc.gov/vocabulary/relators/aut)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2018.
• Edition: 1st ed. 2018.
• Subjects: Signal processing.; Image processing.; Speech processing systems.; Applied mathematics.; Engineering mathematics.; Electronic circuits.; Computer communication systems.; Computers.; Signal, Image and Speech Processing.; Mathematical and Computational Engineering.; Circuits and Systems.; Computer Communication Networks.; Information Systems and Communication Service.

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,...

Table of Contents:

• Chapter1: Sparse representations
• Chapter2: Dictionary learning problem
• Chapter3: Standard algorithms
• Chapter4: Regularization and incoherence
• Chapter5: Other views on the DL problem
• Chapter6: Optimizing dictionary size
• Chapter7: Structured dictionaries
• Chapter8: Classification
• Chapter9: Kernel dictionary learning
• Chapter10: Cosparse representations.