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Felix Dietrich
Person information
- affiliation: Technical University of Munich, Department of Informatics, Germany
- affiliation: Johns Hopkins University, Department of Chemical and Biomolecular Engineering, Baltimore, MD, USA
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2020 – today
- 2024
- [j14]Kislaya Ravi, Vladyslav Fediukov, Felix Dietrich, Tobias Neckel, Fabian Buse, Michael Bergmann, Hans-Joachim Bungartz:
Multi-fidelity Gaussian process surrogate modeling for regression problems in physics. Mach. Learn. Sci. Technol. 5(4): 45015 (2024) - [j13]Danimir T. Doncevic, Alexander Mitsos
, Yue Guo
A Recursively Recurrent Neural Network (R2N2) Architecture for Learning Iterative Algorithms. SIAM J. Sci. Comput. 46(2): 719- (2024) - [i27]Chinmay Datar
Systematic construction of continuous-time neural networks for linear dynamical systems. CoRR abs/2403.16215 (2024) - [i26]Kislaya Ravi, Vladyslav Fediukov, Felix Dietrich, Tobias Neckel, Fabian Buse, Michael Bergmann, Hans-Joachim Bungartz:
Multi-fidelity Gaussian process surrogate modeling for regression problems in physics. CoRR abs/2404.11965 (2024) - [i25]Chinmay Datar
Solving partial differential equations with sampled neural networks. CoRR abs/2405.20836 (2024) - [i24]David W. Sroczynski, Felix Dietrich, Eleni D. Koronaki, Ronen Talmon, Ronald R. Coifman, Erik M. Bollt, Ioannis G. Kevrekidis:
On Learning what to Learn: heterogeneous observations of dynamics and establishing (possibly causal) relations among them. CoRR abs/2406.06812 (2024) - [i23]Divya Shyam Singh, Leon Herrmann, Qing Sun, Tim Bürchner, Felix Dietrich, Stefan Kollmannsberger:
Accelerating Full Waveform Inversion By Transfer Learning. CoRR abs/2408.00695 (2024) - 2023
- [j12]Nikolaos Evangelou
Double Diffusion Maps and their Latent Harmonics for scientific computations in latent space. J. Comput. Phys. 485: 112072 (2023) - [j11]Markus Scheidgen
NOMAD: A distributed web-based platform for managing materials science research data. J. Open Source Softw. 8(90): 5388 (2023) - [j10]Irene López Gutiérrez
Quantum process tomography of unitary maps from time-delayed measurements. Quantum Inf. Process. 22(6): 251 (2023) - [c6]Markus Scheidgen
FAIR Research Data With NOMAD FAIRmat's Distributed, Schema-based Research-data Infrastructure to Harmonize RDM in Materials Science. CoRDI 2023 - [c5]Erik Lien Bolager, Iryna Burak, Chinmay Datar, Qing Sun, Felix Dietrich:
Sampling weights of deep neural networks. NeurIPS 2023 - [i22]Leon Herrmann, Tim Bürchner, Felix Dietrich, Stefan Kollmannsberger
On the Use of Neural Networks for Full Waveform Inversion. CoRR abs/2303.03260 (2023) - [i21]Ioannis K. Gallos, Daniel Lehmberg
Data-driven modelling of brain activity using neural networks, Diffusion Maps, and the Koopman operator. CoRR abs/2304.11925 (2023) - [i20]Erik Lien Bolager
Sampling weights of deep neural networks. CoRR abs/2306.16830 (2023) - [i19]Erez Peterfreund, Iryna Burak
Gappy local conformal auto-encoders for heterogeneous data fusion: in praise of rigidity. CoRR abs/2312.13155 (2023) - 2022
- [j9]Yue Guo
Personalized Algorithm Generation: A Case Study in Learning ODE Integrators. SIAM J. Sci. Comput. 44(4): 1911- (2022) - [j8]Felix Dietrich
Spectral Discovery of Jointly Smooth Features for Multimodal Data. SIAM J. Math. Data Sci. 4(1): 410-430 (2022) - [c4]Philipp Scholl, Felix Dietrich, Clemens Otte, Steffen Udluft:
Safe Policy Improvement Approaches and Their Limitations. ICAART (Revised Selected Paper 2022: 74-98 - [c3]Philipp Scholl, Felix Dietrich, Clemens Otte, Steffen Udluft:
Safe Policy Improvement Approaches on Discrete Markov Decision Processes. ICAART (2) 2022: 142-151 - [i18]Philipp Scholl, Felix Dietrich, Clemens Otte, Steffen Udluft:
Safe Policy Improvement Approaches on Discrete Markov Decision Processes. CoRR abs/2201.12175 (2022) - [i17]Nikolaos Evangelou, Felix Dietrich, Eliodoro Chiavazzo, Daniel Lehmberg, Marina Meila, Ioannis G. Kevrekidis:
Double Diffusion Maps and their Latent Harmonics for Scientific Computations in Latent Space. CoRR abs/2204.12536 (2022) - [i16]Nikolaos Evangelou, Felix Dietrich, Juan M. Bello-Rivas, Alex Yeh, Rachel Stein, Michael A. Bevan
Learning Effective SDEs from Brownian Dynamics Simulations of Colloidal Particles. CoRR abs/2205.00286 (2022) - [i15]Philipp Scholl, Felix Dietrich, Clemens Otte, Steffen Udluft:
Safe Policy Improvement Approaches and their Limitations. CoRR abs/2208.00724 (2022) - [i14]Danimir T. Doncevic, Alexander Mitsos, Yue Guo, Qianxiao Li, Felix Dietrich, Manuel Dahmen, Ioannis G. Kevrekidis:
A Recursively Recurrent Neural Network (R2N2) Architecture for Learning Iterative Algorithms. CoRR abs/2211.12386 (2022) - 2021
- [i13]Yue Guo, Felix Dietrich, Tom Bertalan, Danimir T. Doncevic, Manuel Dahmen, Ioannis G. Kevrekidis, Qianxiao Li:
Personalized Algorithm Generation: A Case Study in Meta-Learning ODE Integrators. CoRR abs/2105.01303 (2021) - [i12]Felix Dietrich, Alexei Makeev, George Kevrekidis, Nikolaos Evangelou, Tom Bertalan, Sebastian Reich, Ioannis G. Kevrekidis:
Learning effective stochastic differential equations from microscopic simulations: combining stochastic numerics and deep learning. CoRR abs/2106.09004 (2021) - [i11]Yubin Lu, Romit Maulik, Ting Gao, Felix Dietrich, Ioannis G. Kevrekidis, Jinqiao Duan:
Learning the temporal evolution of multivariate densities via normalizing flows. CoRR abs/2107.13735 (2021) - [i10]Felix Dietrich, Juan M. Bello-Rivas, Ioannis G. Kevrekidis:
On the Correspondence between Gaussian Processes and Geometric Harmonics. CoRR abs/2110.02296 (2021) - [i9]Nikolaos Evangelou, Noah J. Wichrowski, George A. Kevrekidis, Felix Dietrich, Mahdi Kooshkbaghi, Sarah McFann, Ioannis G. Kevrekidis:
On the Parameter Combinations That Matter and on Those That do Not. CoRR abs/2110.06717 (2021) - 2020
- [j7]Daniel Lehmberg
datafold: data-driven models for point clouds and time series on manifolds. J. Open Source Softw. 5(51): 2283 (2020) - [j6]Caroline Moosmüller
A Geometric Approach to the Transport of Discontinuous Densities. SIAM/ASA J. Uncertain. Quantification 8(3): 1012-1035 (2020) - [j5]Felix Dietrich
On the Koopman Operator of Algorithms. SIAM J. Appl. Dyn. Syst. 19(2): 860-885 (2020) - [i8]Or Yair, Felix Dietrich, Rotem Mulayoff, Ronen Talmon, Ioannis G. Kevrekidis:
Spectral Discovery of Jointly Smooth Features for Multimodal Data. CoRR abs/2004.04386 (2020) - [i7]Erez Peterfreund, Ofir Lindenbaum, Felix Dietrich, Tom Bertalan, Matan Gavish, Ioannis G. Kevrekidis, Ronald R. Coifman:
LOCA: LOcal Conformal Autoencoder for standardized data coordinates. CoRR abs/2004.07234 (2020) - [i6]Tom Bertalan, Felix Dietrich, Ioannis G. Kevrekidis:
Transformations between deep neural networks. CoRR abs/2007.05646 (2020) - [i5]Felix P. Kemeth, Tom Bertalan, Thomas N. Thiem, Felix Dietrich, Sung Joon Moon, Carlo R. Laing, Ioannis G. Kevrekidis:
Learning emergent PDEs in a learned emergent space. CoRR abs/2012.12738 (2020)
2010 – 2019
- 2019
- [c2]Felix Dietrich:
FFT-Based Solution Schemes for the Unit Cell Problem in Periodic Homogenization of Magneto-Elastic Coupling. ENUMATH 2019: 303-311 - [i4]Or Yair, Felix Dietrich, Ronen Talmon, Ioannis G. Kevrekidis:
Optimal Transport on the Manifold of SPD Matrices for Domain Adaptation. CoRR abs/1906.00616 (2019) - [i3]Felix Dietrich, Thomas N. Thiem, Ioannis G. Kevrekidis:
On the Koopman operator of algorithms. CoRR abs/1907.10807 (2019) - 2018
- [j4]Felix P. Kemeth, Sindre W. Haugland
An Emergent Space for Distributed Data With Hidden Internal Order Through Manifold Learning. IEEE Access 6: 77402-77413 (2018) - [j3]Erik M. Bollt, Qianxiao Li, Felix Dietrich
On Matching, and Even Rectifying, Dynamical Systems through Koopman Operator Eigenfunctions. SIAM J. Appl. Dyn. Syst. 17(2): 1925-1960 (2018) - [i2]Seungjoon Lee, Felix Dietrich, George E. Karniadakis, Ioannis G. Kevrekidis:
Linking Gaussian Process regression with data-driven manifold embeddings for nonlinear data fusion. CoRR abs/1812.06467 (2018) - 2016
- [j2]Felix Dietrich
Numerical Model Construction with Closed Observables. SIAM J. Appl. Dyn. Syst. 15(4): 2078-2108 (2016) - 2015
- [i1]Daniel H. Biedermann, Felix Dietrich, Oliver Handel, Peter M. Kielar, Michael J. Seitz:
Using Raspberry Pi for scientific video observation of pedestrians during a music festival. CoRR abs/1511.00217 (2015) - 2014
- [j1]Felix Dietrich
Bridging the gap: From cellular automata to differential equation models for pedestrian dynamics. J. Comput. Sci. 5(5): 841-846 (2014) - 2013
- [c1]Felix Dietrich
Bridging the Gap: From Cellular Automata to Differential Equation Models for Pedestrian Dynamics. PPAM (2) 2013: 659-668
Coauthor Index
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last updated on 2024-11-27 21:23 CET by the dblp team
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