We use multilayer network exploration to define the molecular landscape of premature aging diseases, revealing shared and distinct molecular mechanisms across progeroid syndromes.
We present a comprehensive framework for Random Walk with Restart on multilayer networks, extending its application from node prioritisation to supervised link prediction and …
A comprehensive review and guide to network embedding methods, covering spectral, random walk, deep learning, and geometric approaches, with a unified framework for comparison.
📖 _Communications Physics_ · 2022 — A universal framework for multilayer network exploration using Random Walk with Restart, enabling the integration of heterogeneous biological …