Homology and Homotopy Properties of Scale-Free Networks
Applied Algebraic Topology Network via YouTube
Learn Generative AI, Prompt Engineering, and LLMs for Free
Learn Backend Development Part-Time, Online
Overview
Google, IBM & Meta Certificates – 40% Off
One plan covers every Professional Certificate on Coursera.
Unlock All Certificates
This lecture explores the homology and homotopy properties of scale-free networks through the random model of preferential attachment. Discover how preferential attachment mechanisms favor higher-order connectivity, driving the growth of Betti numbers in finite-graph settings while annihilating homotopy groups in infinite-graph contexts. Learn about the high-probability growth rates of Betti numbers in clique complexes of finite preferential attachment graphs and the sharp threshold at which infinite clique complexes become homotopy-connected almost surely. The presentation covers joint research with Gennady Samorodnitsky, Christina Lee Yu, and Rongyi He, based on their preprints available on arXiv.
Syllabus
Chunyin Siu (02/04/25): Homology and Homotopy Properties of Scale-Free Networks.
Taught by
Applied Algebraic Topology Network