CORDIS Project
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This project aims to develop a new type of neural network that leverages physics-informed probabilistic methods for scientific analysis. It focuses on enhancing data interpretation in biological research, particularly in single-particle tracking and cell viscosity mapping.
Scientists have huge needs for better analysis tools.
Machine learning is a powerful framework to provide outstanding tools, but the current large-scale neural networks are not adapted for scientific applications where datasets are limited.
Probabilistic networks are a powerful alternative for smaller datasets.
However, they have flaws that prevent them to work well for complex tasks.
They notably have speed and accuracy limitations.This project aims to make a breakthrough in machine learning fo…
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TRUSTEES OF COLUMBIA UNIVERSITY IN THE CITY OF NEW YORK
United States, New York
Type: University / higher education
Activity type: Higher or Secondary Education Establishments
SME: No
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