Dear AATRN Networks Seminar members,
Our next online seminar will be on Tuesday, 3rd March, at 5pm CET / 11am Eastern Time.
Speaker: Daniel Hernández Serrano
Title: From Persistence to Resilience: TDA for Measuring Robustness in Simplicial Complex Networks
Abstract: Persistent homology is a central tool in Topological Data Analysis, yet it does not quantify how fragile or structurally refined homological cycles are. In particular, classical Betti numbers ignore the dimensions of the simplices generating these cycles, as well as the higher-order adjacency relations among them. In this work, we investigate the robustness of simplicial networks by analyzing cycle thickness and cohesiveness under random failures and targeted attacks. Inspired by persistent homology, we introduce new filtrations based on simplicial elimination rules, leading to two new invariants: thick Betti numbers and cohesive Betti numbers. These invariants provide a refined characterization of homological features, quantifying link thickness and connection strength within cycles. Finally, we show that resilience to simplicial attacks can be systematically studied through biparameter persistence modules, where one parameter models the attack process and the other captures structural refinement via thickness or cohesiveness.
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 Seminar organisers
Daniela Egas Santander, Henri Riihimäki, Jason Smith