Alexei G. Makeev
- Learning effective stochastic differential equations from microscopic simulations: linking stochastic numerics to deep learning
2021/06/10 by Felix Dietrich, Alexei G. Makeev, Dietrich, Felix +9 · 13 citations
Physics and Astronomy · #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks
- Microscopic/stochastic timesteppers and coarse control: a kinetic Monte Carlo example
2002/07/10 by Constantinos Siettos, C. I. Siettos, Siettos, C. I. +9 · 2 citations
Computer Science · Materials Science · Physics and Astronomy · #Advanced Mathematical Modeling in Engineering #Block Copolymer Self-Assembly #Cellular Automata and Lattice Gases (nlin.CG) #FOS: Physical sciences #Theoretical and Computational Physics #nlin.CG
- Tipping Points of Evolving Epidemiological Networks: Machine Learning-Assisted, Data-Driven Effective Modeling
2023/11/01 by Nikolaos Evangelou, Tianqi Cui, Evangelou, Nikolaos +7 · 1 citation
Environmental Science · Mathematics · Psychology · #Artificial Intelligence (cs.AI) #COVID-19 epidemiological studies #Dynamical Systems (math.DS) #Ecosystem dynamics and resilience #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Mental Health Research Topics #Populations and Evolution (q-bio.PE)