Applications of Reproducing Kernel Hilbert Spaces in Machine Learning and Several Algorithms

Postgraduate Thesis uoadl:1317483 489 Read counter

Unit:
Κατεύθυνση Εφαρμοσμένα Μαθηματικά
Library of the School of Science
Deposit date:
2014-10-10
Year:
2014
Author:
Παπάζογλου Άννα
Supervisors info:
Ευαγγελάτου-Δάλλα Λεώνη Αναπληρώτρια Καθηγήτρια
Original Title:
Εφαρμογές των Reproducing Kernel Hilbert Spaces στη Μηχανική Μάθηση και Υλοποίηση Αλγορίθμων
Languages:
Greek
Translated title:
Applications of Reproducing Kernel Hilbert Spaces in Machine Learning and Several Algorithms
Summary:
Brief reference of the characteristics of Reproducing Kernel Hilbert Spaces.
Application of this theory in various algorithms (Kernel LMS, Kernel RLS) using
the kernel trick. Presentation of the results of several experiments.
Keywords:
Reproducing Kernel Hilbert Spaces, Machine Learning, Kernel trick, Kernel Least Mean Squares Algorithm, Kernel Recursive Least Squares Algorithm
Index:
No
Number of index pages:
0
Contains images:
Yes
Number of references:
40
Number of pages:
VI, 72
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