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,...

Full description

Saved in:
Bibliographic Details
Main Author: Dumitrescu, Bogdan (Author)
Format: Electronic eBook
Language:English
Published: Cham : Springer International Publishing, 2018.
Edition:1st ed. 2018.
Subjects:
Signal processing.
Image processing.
Speech processing systems.
Applied mathematics.
Engineering mathematics.
Electronic circuits.
Computer communication systems.
Computers.
ISBN:9783319786742
Online Access: Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
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.

Similar Items