Πλοήγηση ανά Συγγραφέα "Papastamatiou K., Sofos F., Karakasidis T.E."
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Calculating material properties with purely data-driven methods
Papastamatiou K., Sofos F., Karakasidis T.E. (2022)Unsupervised machine learning (ML) methods are incorporated in this work to depict correlations and investigate hidden relations between data points that refer to a diffusion coefficient dataset for the Lennard-Jones (LJ) ... -
Machine learning symbolic equations for diffusion with physics-based descriptions
Papastamatiou K., Sofos F., Karakasidis T.E. (2022)This work incorporates symbolic regression to propose simple and accurate expressions that fit to material datasets. The incorporation of symbolic regression in physical sciences opens the way to replace "black-box"machine ...