Experimental Observations of the Topology of Convolutional Neural Network Activations

no code implementations • 1 Dec 2022 • Emilie Purvine, Davis Brown, Brett Jefferson, Cliff Joslyn, Brenda Praggastis, Archit Rathore, Madelyn Shapiro, Bei Wang, Youjia Zhou

Topological data analysis (TDA) is a branch of computational mathematics, bridging algebraic topology and data science, that provides compact, noise-robust representations of complex structures.

Image Classification Topological Data Analysis

Interpreting Graph Drawing with Multi-Agent Reinforcement Learning

no code implementations • 2 Nov 2020 • Ilkin Safarli, Youjia Zhou, Bei Wang

Applying machine learning techniques to graph drawing has become an emergent area of research in visualization.

Multi-agent Reinforcement Learning reinforcement-learning +1