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,...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριοι συγγραφείς: Dumitrescu, Bogdan (Συγγραφέας, http://id.loc.gov/vocabulary/relators/aut), Irofti, Paul (http://id.loc.gov/vocabulary/relators/aut)
Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
Γλώσσα:English
Έκδοση: Cham : Springer International Publishing : Imprint: Springer, 2018.
Έκδοση:1st ed. 2018.
Θέματα:
Διαθέσιμο Online:Full Text via HEAL-Link
Πίνακας περιεχομένων:
  • 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.