no code implementations • 22 Nov 2023 • Yanjun Han, Philippe Rigollet, George Stepaniants
Feature alignment methods are used in many scientific disciplines for data pooling, annotation, and comparison.
1 code implementation • 5 Jun 2023 • Marie Breeur, George Stepaniants, Pekka Keski-Rahkonen, Philippe Rigollet, Vivian Viallon
Untargeted metabolomic profiling through liquid chromatography-mass spectrometry (LC-MS) measures a vast array of metabolites within biospecimens, advancing drug development, disease diagnosis, and risk prediction.
1 code implementation • 12 Oct 2022 • Enric Boix-Adsera, Hannah Lawrence, George Stepaniants, Philippe Rigollet
Comparing the representations learned by different neural networks has recently emerged as a key tool to understand various architectures and ultimately optimize them.
1 code implementation • 23 Jun 2020 • George Stepaniants, Bingni W. Brunton, J. Nathan Kutz
Our proposed PCI method demonstrated consistently strong performance in inferring causal relations for small (2-5 node) and large (10-20 node) networks, with both linear and nonlinear dynamics.
Dynamical Systems Adaptation and Self-Organizing Systems Applications 37M10, 62D20, 62M10