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20182020
most citedA Kernel-based Machine Learning Approach to Computing Quasiparticle Energies within Many-Body Green's Functions Theory

1 citations · 1 across the 1 of their papers we have counts for

collaborators

5 papers

physics.comp-ph20201 cited

A Kernel-based Machine Learning Approach to Computing Quasiparticle Energies within Many-Body Green's Functions Theory

Gianluca Tirimbó, Onur Çaylak, Björn Baumeier

We present a Kernel Ridge Regression (KRR) based supervised learning method combined with Genetic Algorithms (GAs) for the calculation of quasiparticle energies within Many-Body Gr…

cond-mat.stat-mech2020

Glassy dynamics from generalized mode-coupling theory: existence and uniqueness of solutions for hierarchically coupled integro-differential equations

Rutger A. Biezemans, Simone Ciarella, Onur Çaylak +2

Generalized mode-coupling theory (GMCT) is a first-principles-based and systematically correctable framework to predict the complex relaxation dynamics of glass-forming materials.…

cond-mat.mtrl-sci2019

Quantitative Predictions of Photoelectron Spectra in Amorphous Molecular Solids from Multiscale Quasiparticle Embedding

Gianluca Tirimbo, Xander de Vries, Christ H. L. Weijtens +3

We present a first-principles-based multiscale simulation framework for quantitative predictions of the high-energy part of the Ultraviolet Photoelectron Spectroscopy (UPS) spectra…

cond-mat.soft2018

Morphology of Proliferating Epithelial Cellular Tissue

Pranav Madhikar, Jan Åström, Björn Baumeier +1

We investigate morphologies of proliferating cellular tissue using a newly developed numerical simulation model for mechanical cell division. The model reproduces structures of sim…

physics.comp-ph2018

Electronic Excitations in Complex Molecular Environments: Many-Body Green's Functions Theory in VOTCA-XTP

Jens Wehner, Lothar Brombacher, Joshua Brown +6

Many-body Green's functions theory within the GW approximation and the Bethe-Salpeter Equation (BSE) is implemented in the open-source VOTCA-XTP software, aiming at the calculation…