Vai al contenuto principale
Oggetto:

An Introduction to Kernel Methods: Theory and Applications

Oggetto:

An Introduction to Kernel Methods: Theory and Applications

Oggetto:

Academic year 2023/2024

Teachers
Roberto Cavoretto
Alessandra De Rossi
Year
1st year, 2nd year
Teaching period
Sept-Dec
Type
Basic
Credits/Recognition
6
Course disciplinary sector (SSD)
MAT/08 - numerical analysis
Delivery
Formal authority
Language
English
Attendance
Obligatory
Oggetto:

Sommario del corso

Oggetto:

Program

The teaching aims to provide basic knowledge on kernel-based methods and code implementation in MATLAB/Python.

Content:

  • Scattered data interpolation
  • Kernel-based methods and radial basis functions
  • Partition of unity methods
  • Kernel-based methods for spherical interpolation
  • Applications in numerical linear algebra, image and signal processing

Hours: 30  (15+15)

Oggetto:

Course delivery

November - December 2023

 

  • Part 1

     
    Class schedule:

    • November 08 at 10:00 am
    • November 13 at 10:00 am
    • November 15 at 10:00 am
    • November 22 at 10:00 am
    • November 23 at 02:00 pm

     

     
  • Part 2
     
    Class schedule:

    • December 14 at 10:00 am
    • December 18 at 3:30 pm
    • December 19 at 10:00 am
    • December 21 at 3:30 pm
    • December 22 at 3:30 pm

Suggested readings and bibliography



Oggetto:
Last update: 13/02/2024 14:00
Location: https://www.mathphd.unito.it/robots.html
Non cliccare qui!