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.
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
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
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.