AATRN Networks seminar, June 3 at 5pm CET by Carles Casacuberta

10 views
Skip to first unread message

Daniela

unread,
Jun 2, 2025, 9:46:19 AMJun 2
to aatrn-n...@googlegroups.com, henri.r...@su.se, Jason Smith, henryhu...@gmail.com
Dear AATRN Networks members,

Our next online seminar will be Tuesday, June 3, at 5pm CET / 11am Eastern Time.

Speaker: Carles Casacuberta

Title: A chordless cycle filtration scheme in topological data analysis for complex network dimensionality detection.

Abstract: Many complex networks, ranging from social to biological systems, exhibit structural patterns consistent with an underlying hyperbolic geometry. The dimensionality of this latent space is surprisingly low for most real-world networks. We introduce a novel topological data analysis weighting scheme for graphs, based on chordless cycles, aimed to estimate the dimensionality of complex networks in a data-driven way. We further show that the resulting descriptors can effectively estimate network dimensionality using a neural network architecture trained on a synthetic graph database constructed for this purpose. This is joint work with Aina Ferrà, Robert Jankowski, Meritxell Vila, and Mariàngels Serrano.

We will meet in the following coordinates:

Meeting ID: 656 2226 8279
Passcode: 557173

Our seminar occurs on the first Tuesday of every month, and you can follow our future planned list of speakers in our website sites.google.com/view/aatrn-networks-seminar .

You may also be interested in adding AATRN’s Google calendar ( link ), which contains other seminar information.

Best,

The AATRN Networks organizers
Daniela Egas Santander, Henri Riihimäki, Jason Smith



 
Reply all
Reply to author
Forward
0 new messages