Publications of Matthias Scheffler

Thesis - Master (5)

2021
Thesis - Master
Oehlers, Melina: Identifying exceptional data points in materials science using machine learning.
2016
Thesis - Master
Ahmetcik, Emre: Machine Learning of the Stability of Octet Binaries.
Thesis - Master
Kowalski, Hagen-Henrik: First-principles Study of Thermoelectric Magnesium Silicides with High-Throughput Techniques.

Thesis - Bachelor (1)

2018
Thesis - Bachelor
Müller, Paul Manuel: Thermal Conductivities of Group IV and Group III-V Compound Semiconductors from First Principles.

Working Paper (13)

2024
Working Paper
Foppa, Lucas and Matthias Scheffler: Coherent Collections of Rules Describing Exceptional Materials Identified with a Multi-Objective Optimization of Subgroups.
Working Paper
Kokott, Sebastian, Florian Merz, Yi Yao, Christian Carbogno, Mariana Rossi, Ville Havu, Markus Rampp, Matthias Scheffler and Volker Blum: Efficient All-electron Hybrid Density Functionals for Atomistic Simulations Beyond 10,000 Atoms.
2023
Working Paper
Boley, Mario, Felix Luong, Simon Teshuva, Daniel F. Schmidt, Lucas Foppa and Matthias Scheffler: From Prediction to Action: The Critical Role of Proper Performance Estimation for Machine-Learning-Driven Materials Discovery.
Working Paper
Foppa, Lucas and Matthias Scheffler: Towards a Multi-Objective Optimization of Subgroups for the Discovery of Materials with Exceptional Performance.
Working Paper
Lu, Shuaihua, Luca M. Ghiringhelli, Christian Carbogno, Jinlan Wang and Matthias Scheffler: On the Uncertainty Estimates of Equivariant-Neural-Network-Ensembles Interatomic Potentials.
Working Paper
Speckhard, Daniel, Christian Carbogno, Luca M. Ghiringhelli, Sven Lubeck, Matthias Scheffler and Claudia Draxl: Extrapolation to complete basis-set limit in density-functional theory by quantile random-forest models.
2022
Working Paper
Gavini, Vikram, Stefano Baroni, Volker Blum, David R. Bowler, Alexander Buccheri, James R. Chelikowsky, Sambit Das, William Dawson, Pietro Delugas, Mehmet Dogan, Claudia Draxl, Giulia Galli, Luigi Genovese, Paolo Giannozzi, Matteo Giantomassi, Xavier Gonze, Marco Govoni, Andris Gulans, François Gygi, John M. Herbert, Sebastian Kokott, Thomas D. Kühne, Kai-Hsin Liou, Tsuyoshi Miyazaki, Phani Motamarri, Ayako Nakata, John E. Pask, Christian Plessl, Laura E. Ratcliff, Ryan M. Richard, Mariana Rossi, Robert Schade, Matthias Scheffler, Ole Schütt, Phanish Suryanarayana, Marc Torrent, Lionel Truflandier, Theresa L. Windus, Qimen Xu, Victor W.-Z. Yu and Danny Perez: Roadmap on Electronic Structure Codes in the Exascale Era.
2021
Working Paper
Boley, Mario and Matthias Scheffler: Learning Rules for Materials Properties and Functions.
2019
Working Paper
Kloppenburg, Jan, Lydia Nemec, Björn Lange, Matthias Scheffler and Volker Blum: The (3×3)-SiC-(¯1¯1¯1) Reconstruction: Atomic Structure of the Graphene Precursor Surface from a Large-Scale First-Principles Structure Search.
Working Paper
Mazheika, Aliaksei, Yanggang Wang, Rosendo Valero, Luca M. Ghiringhelli, Francesc Vines, Francesc Illas, Sergey V. Levchenko and Matthias Scheffler: Ab initio data-analytics study of carbon-dioxide activation on semiconductor oxide surfaces.
2018
Working Paper
Acosta, Carlos Mera, Runhai Ouyang, Adalberto Fazzio, Matthias Scheffler, Luca M. Ghiringhelli and Christian Carbogno: Analysis of Topological Transitions in Two-dimensional Materials by Compressed Sensing.
2016
Working Paper
Ghiringhelli, Luca M., Christian Carbogno, Sergey V. Levchenko, Fawzi Roberto Mohamed, Georg Huhs, Martin Lüders, Micael Oliveira and Matthias Scheffler: Towards a Common Format for Computational Materials Science Data.
Working Paper
Nieminen, R.M., S. Bonella, L. Drury, Matthias Scheffler and E. Molinari: Three European Centers of Excellence in Computational Science.

Issue (1)

2007
Issue
Scheffler, Matthias and Wolf-Dieter Schneider: Focus on Advances in Surface and Interface Science.

Editorial (1)

2023
Editorial
Ghiringhelli, Luca M., Carsten Baldauf, Tristan Bereau, Sandor Brockhauser, Christian Carbogno, Javad Chamanara, Stefano Cozzini, Stefano Curtarolo, Claudia Draxl, Shyam Dwaraknath, Ádám Fekete, James Kermode, Christoph T. Koch, Markus Kühbach, Alvin Noe Ladines, Patrick Lambrix, Maja-Olivia Himmer, Sergey V. Levchenko, Micael Oliveira, Adam Michalchuk, Ron Miller, Berk Onat, Pasquale Pavone, Giovanni Pizzi, Benjamin Regler, Gian-Marco Rignanese, Jörg Schaarschmidt, Markus Scheidgen, Astrid Schneidewind, Tatyana Sheveleva, Chuanxun Su, Denis Usvyat, Omar Valsson, Christof Wöll and Matthias Scheffler: Shared Metadata for Data-Centric Materials Science.

Preprint (1)

2024
Preprint
Bauer, Stefan, Peter Benner, Tristan Bereau, Volker Blum, Mario Boley, Christian Carbogno, C.Richard A. Catlow, Gerhard Dehm, Sebastian Eibl, Ralph Ernstorfer, Adam Fekete, Lucas Foppa, Peter Fratzl, Christoph Freysoldt, Baptiste Gault, Luca M. Ghiringhelli, Sajal K. Giri, Anton Gladyshev, Pawan Goyal, Jason Hattrick-Simpers, Lara Kabalan, Petr Karpov, Mohammad S. Khorrami, Christoph Koch, Sebastian Kokott, Thomas Kosch, Igor Kowalec, Kurt Kremer, Andreas Leitherer, Yue Li, Christian H. Liebscher, Andrew J. Logsdail, Zhongwei Lu, Felix Luong, Andreas Marek, Florian Merz, Jaber R. Mianroodi, Jorg Neugebauer, Thomas A.R. Purcell, Dierk Raabe, Markus Rampp, Mariana Rossi, Jan-Michael Rost, Ulf Saalmann, Alaukik Saxena, Luigi Sbailo, Matthias Scheffler, Markus Scheidgen, Marcel Schloz, Daniel F. Schmidt, Simon Teshuva, Annette Trunschke, Ye Wei, Gerhard Weikum, R.Patrick Xian, Yi Yao and Meng Zhao: Roadmap on Data-Centric Materials Science.
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