Artificial Intelligence
for Network Medicine
PhD Course - DI -UNIMI

Lecturers: Elena Casiraghi, Marco Frasca and Giorgio Valentini

e-mail {casiraghi, frasca, valentini}@di.unimi.it

Lectures:

0. Course presentation


A.Semi-supervised learning methods for node label and edge prediction problems in Network Medicine
(M. Frasca, Elena Casiraghi)


1. Hopfield Networks and their imbalance-aware and multi-task variants.

SlidesLez1 SlidesLez2


2. Kernelized score functions and patients networks Slides


3. Applications to Network Medicine Slides


B. Graph Representation Learning methods for Network Medicine (G.Valentini)


1. Random walk-based graph embedding methods in homogeneous and heterogeneous graphs Slides


2. Graph Neural Networks Slides


3. Applications of Graph Representation Learning algorithms to Network Medicine Slides


C. Visualization of complex biomolecular networks (E. Casiraghi) Slides


The course will be partially in presence and partially on-line. In any case all the lectures will be available in Zoom-streaming.

Dates & Venue

Monday 31 January 14-17: Lab. Laurea Magistrale 3° floor - Via Celoria 18 - 20133 Milan

Zoom Meeting ID: 828 2767 5815 - Passcode: 946869

https://us02web.zoom.us/j/82827675815?pwd=R3V5ZjdNU3BOTG1BdVBjL0pKUzFZUT09

Tuesday 1 February 14-16: Lab. Laurea Magistrale 3° floor - Via Celoria 18 - 20133 Milan

Zoom Meeting ID: 828 2767 5815 - Passcode: 946869

https://us02web.zoom.us/j/82827675815?pwd=R3V5ZjdNU3BOTG1BdVBjL0pKUzFZUT09


Wednesday 2 February 14-18: Zoom Meeting ID: 847 3891 5959 - Passcode: AI-NM

https://us02web.zoom.us/j/84738915959?pwd=SHd4NHU2aExCdlI5ZG5uOFdtYjhNQT09

Thursday 3 February 14-17: Zoom Meeting ID: 847 3891 5959 - Passcode: AI-NM

https://us02web.zoom.us/j/84738915959?pwd=SHd4NHU2aExCdlI5ZG5uOFdtYjhNQT09


Friday 4 February 11-13: Zoom Meeting ID: 8134547215 - Passcode: chocolate

https://zoom.us/j/8134547215


Monday 7 February 14-17: Zoom Meeting ID: 847 3891 5959 - Passcode: AI-NM

https://us02web.zoom.us/j/84738915959?pwd=SHd4NHU2aExCdlI5ZG5uOFdtYjhNQT09


Tuesday 8 February 14-17: Lab. Laurea Magistrale 3° floor - Via Celoria 18 - 20133 Milan

Zoom Meeting ID: 8134547215 - Passcode: chocolate

https://zoom.us/j/8134547215


Exam

February 15, 14.00 2022

Zoom Meeting ID: 847 3891 5959 - Passcode: AI-NM

https://us02web.zoom.us/j/84738915959?pwd=SHd4NHU2aExCdlI5ZG5uOFdtYjhNQT09

For other dates, please send an e-mail to the lecturers.