Nikolaos Evangelou

Machine learning-assisted crystal engineering of a zeolite

Xinyu Li, He Han, Nikolaos Evangelou et al. · Nature Communications · 2023 · 49 citations · Full text

Natural Sciences, Chemical Engineering, Materials Science +17

Learning effective stochastic differential equations from microscopic simulations: Linking stochastic numerics to deep learning

Felix Dietrich, Alexei G. Makeev, George A. Kevrekidis et al. · Chaos An Interdisciplinary Journal of Nonlinear Science · 2023 · 45 citations · Full text

Computing, Physics, Machine Learning +16

Double Diffusion Maps and their Latent Harmonics for scientific computations in latent space

Nikolaos Evangelou, Felix Dietrich, Eliodoro Chiavazzo et al. · Journal of Computational Physics · 2023 · 25 citations · Full text

Natural Sciences, Computer Science, Mathematics +14

Task-oriented machine learning surrogates for tipping points of agent-based models

Gianluca Fabiani, Nikolaos Evangelou, Tianqi Cui et al. · Nature Communications · 2024 · 24 citations · Full text

Computing, Computer Science, Finance +17

Active learning of ternary alloy structures and energies

Gaurav Deshmukh, Noah J. Wichrowski, Nikolaos Evangelou et al. · npj Computational Materials · 2024 · 18 citations · Full text

Natural Sciences, Materials Engineering, Materials Science +17