469 citations
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Showing 2024 · cs.LGShow all
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cs.LG2024★ 5 cited
IsUMap: Manifold Learning and Data Visualization leveraging Vietoris-Rips filtrations
Lukas Silvester Barth, Fatemeh, Fahimi +3
This work introduces IsUMap, a novel manifold learning technique that enhances data representation by integrating aspects of UMAP and Isomap with Vietoris-Rips filtrations. We pres…
cs.LG2024★ 16 cited
Generating Synthetic Health Sensor Data for Privacy-Preserving Wearable Stress Detection
Lucas Lange, Nils Wenzlitschke, Erhard Rahm
Smartwatch health sensor data are increasingly utilized in smart health applications and patient monitoring, including stress detection. However, such medical data often comprise s…