Tsourtis A., Papoutsoglou G., Pantazis Y. “GAN-based Training of Semi-Interpretable Generators for Biological Data Interpolation and Augmentation”, MDPI Appl. Sci. 2022, 12(11), 5434 link code
Tsourtis A., Papoutsoglou G., Pantazis Y. “Efficient Discrimination between Biological Populations via Neural-based Estimation of Rényi Divergence” 4th International Conference on Uncertainty Quantification in Computational Sciences and Engineering, 28-30 June, 2021 link
Birrell J., Katsoulakis M. A., Pantazis Y., Paul D., Tsourtis A. “A Variance Reduction Method for Neural-based Divergence Estimation” (2021) link
Tsourtis A., Pantazis Y., Tsamardinos I. “Inference of Stochastic Dynamical Systems from Cross-Sectional Population Data” (2020) link
Tsourtis A., Harmandaris V., Tsagkarogiannis D. “Parameterization of coarse-grained molecular interactions through potential of mean force calculations and cluster expansion techniques” Entropy. (2017); 19(8):395 link
Kalligiannaki E., Chazirakis A., Tsourtis A., Harmandaris V. “Parametrizing coarse grained models for molecular systems at equilibrium” Eur. Phys. J. Spec. Top. 225, 1347–1372 (2016) link
Tsourtis A., Pantazis Y., Katsoulakis M., Harmandaris V. “Parametric sensitivity analysis for stochastic molecular systems using information theoretic metrics” J. Chem. Phys. 143, 014116 (2015) link