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
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