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MURAL: An Unsupervised Random Forest-Based Embedding for Electronic Health Record Data
A unsupervised random tree distance for missing data in EHR
Michal Gerasimiuk, Dennis L. Shung, Alexander Tong, Adrian J. Stanley, Machael Shultz, Jeffrey Ngu, Loren Laine, Guy Wolf, Smita Krishnaswamy
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Diffusion Earth Mover's Distance and Distribution Embeddings
A fast diffusion-based earth mover’s distance
Alex Tong, Guillaume Huguet, Amine Natik, Kincaid Macdonald, Manik Kuchroo, Ronald Coifman, Guy Wolf, Smita Krishnaswamy
PDF Cite Code Poster Slides Video Arxiv ICML Page Tweetorial Workshop Poster
Diffusion Earth Mover's Distance and Distribution Embeddings
TrajectoryNet: A Dynamic Optimal Transport Network for Modeling Cellular Dynamics
A Combination of Continuous Normalizing Flows and Dynamic Optimal Transport to model the dynamics of cells.
Alex Tong, Jessie Huang, Guy Wolf, David van Dijk, Smita Krishnaswamy
PDF Cite Code Project Slides Video Arxiv ICML Page Introductory Talk
TrajectoryNet: A Dynamic Optimal Transport Network for Modeling Cellular Dynamics