Xinxian Ma

Federated t-SNE and UMAP for Distributed Data Visualization

High-dimensional data visualization is crucial in big data era and these techniques such as t-SNE and UMAP have been widely used in science and engineering. Big data, however, is often distributed across multiple data centers and subject to security and privacy concerns, which leads to difficulties…