Seminar by Lorenzo Rosasco - 28 February - "Learning functions, operators and dynamical systems with kernels"

[Quantitative Life Sciences]

Dear All,

On Wednesday, 28 February, at 14:30  Lorenzo ROSASCO (University of 
Genoa, Italy) will give a seminar titled

_Learning functions, operators and dynamical systems with kernels_

Abstract:
Supervised machine learning is concerned with the problem of estimating 
a function of interest from a random set of input/output pairs. While 
classically real-valued functions are considered, there is a growing 
interest in estimating more complex maps such as linear and nonlinear 
operators.

In this talk, I will describe how some of these questions can be tackled 
using kernel methods.
I will show how classical results for scalar-valued functions seamlessly 
extend to operators. Then, I will describe how this approach can be used 
to learn dynamical systems by estimating the corresponding Koopman operator.


_Venue: Kastler Lecture Hall, Adriatico Guest House, Riva Massimiliano e 
Carlotta, Grignano I - 34151 Trieste _


Best regards,
Erica

-- 
Erica Sarnataro
Group Secretary
Quantitative Life Sciences
The Abdus Salam International Centre for Theoretical Physics (ICTP)
Trieste,  Italy
Tel. +39-040-2240623
www.ictp.it/research/qls.aspx
e-mail:qls at ictp.it