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RESEARCH IN PAIRS
Mean-field Limit and Computation in Kinetic Theory (2357) Limite de champ moyen et simulation dans la théorie cinétique Dates: 8-19 March 2021 Place: CIRM (Marseille Luminy, France) |
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DESCRIPTION
We will study machine-learning type of numerical methods for N-body problems at both classical and quantum levels. Recently the random batch method, motivated by the stochastic Gradient Descent method popular in machine learning, was introduced which reduce the computational cost of Nbody simulation from O(N^2) to O(N). We will study analytical properties of the method, its connection with mean-field limit for general interacting potentials, and its quantum analogy.
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PARTICIPANTS
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SPONSOR
