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2020 – today
- 2024
[j6]Martin Eigel, Robert Gruhlke
, David Sommer:
Less Interaction with Forward Models in Langevin Dynamics: Enrichment and Homotopy. SIAM J. Appl. Dyn. Syst. 23(3): 1870-1908 (2024)- [i4]David Sommer, Robert Gruhlke, Max Kirstein, Martin Eigel, Claudia Schillings:
Generative Modelling with Tensor Train approximations of Hamilton-Jacobi-Bellman equations. CoRR abs/2402.15285 (2024) - 2023
- [j5]Martin Eigel, Reinhold Schneider, David Sommer:
Dynamical low-rank approximations of solutions to the Hamilton-Jacobi-Bellman equation. Numer. Linear Algebra Appl. 30(3) (2023) - [i3]Martin Eigel, Charles Miranda, Janina Schütte, David Sommer:
Approximating Langevin Monte Carlo with ResNet-like Neural Network architectures. CoRR abs/2311.03242 (2023) - 2022
- [c19]Gregor Thiele, Theresa Johanni, David Sommer, Martin Eigel, Jörg Krüger:
OptTopo: Automated set-point optimization for coupled systems using topology information. CoDIT 2022: 224-229 - [c18]Max Kirstein, David Sommer, Martin Eigel:
Tensor-Train Kernel Learning for Gaussian Processes. COPA 2022: 253-272 - [i2]Gregor Thiele, Theresa Johanni, David Sommer, Jörg Krüger:
Decomposition of Industrial Systems for Energy Efficiency Optimization with OptTopo. CoRR abs/2206.14700 (2022) - [i1]Martin Eigel, Robert Gruhlke, David Sommer:
Less interaction with forward models in Langevin dynamics. CoRR abs/2212.11528 (2022) - 2020
- [c17]Gregor Thiele, Arne Fey, David Sommer, Jörg Krüger:
System identification of a hysteresis-controlled pump system using SINDy. ICSTCC 2020: 457-464
2010 – 2019
- 2017
- [j4]David Sommer:
Creating impact resonance through a culture of Holistic Discoverability. Learn. Publ. 30(1): 91-95 (2017) - 2016
- [c16]Jarek Krajewski, Sebastian Schnieder, Christopher Monschau, Raphael Titt, David Sommer, Martin Golz:
Large Sleepy Reading Corpus (LSRC): Applying Read Speech for Detecting Sleepiness. ITG Symposium on Speech Communication 2016: 1-4 - 2012
- [j3]Jarek Krajewski, Sebastian Schnieder, David Sommer, Anton Batliner, Björn W. Schuller:
Applying multiple classifiers and non-linear dynamics features for detecting sleepiness from speech. Neurocomputing 84: 65-75 (2012) - [c15]Udo Trutschel, Martin Golz, Christian Heinze, David Sommer, Bill Sirois, David Edwards:
Heart rate measures reflect the interaction of low mental workload and fatigue during driving simulation. AutomotiveUI 2012: 261-264 - 2011
- [c14]Markus Duchon, David Sommer, Michael Dürr:
Evaluation of Dynamic Transfer Nodes for Distributed Cooperative On-Demand Transportation. VTC Fall 2011: 1-5 - 2010
- [c13]Jarek Krajewski, David Sommer, Thomas Schnupp, Tom Laufenberg, Christian Heinze, Martin Golz:
Applying nonlinear dynamics features for speech-based fatigue detection. MB 2010: 23:1-23:5 - [c12]Jarek Krajewski, Martin Golz, Sebastian Schnieder, Thomas Schnupp, Christian Heinze, David Sommer:
Detecting fatigue from steering behaviour applying continuous wavelet transform. MB 2010: 24:1-24:4 - [c11]Jarek Krajewski, Thomas Schnupp, Sebastian Schnieder, David Sommer, Christian Heinze, Martin Golz:
Pattern recognition methods: a novel analysis for the pupillographic sleepiness test. MB 2010: 25:1-25:4
2000 – 2009
- 2009
- [b1]David Sommer:
Analyse des Mikroschlafs mit Methoden der computergestützten Intelligenz. Technische Universität Ilmenau, Germany, 2009, ISBN 978-3-8322-8175-5, pp. 1-175 - [c10]Martin Golz, David Sommer, Udo Trutschel:
Data Reduction or Data Fusion in Bisoginal Processing? BIOSIGNALS 2009: 440-445 - [c9]David Sommer, Martin Golz, Udo Trutschel, Dave Edwards:
Determination of Driver's Hypovigilance from Biosignals. ICAART 2009: 130-135 - [c8]David Sommer, Martin Golz, Udo Trutschel, Dave Edwards:
Biosignal Based Discrimination between Slight and Strong Driver Hypovigilance by Support-Vector Machines. ICAART (Revised Selected Papers) 2009: 177-187 - 2007
- [j2]Martin Golz, David Sommer, Mo Chen, Udo Trutschel, Danilo P. Mandic:
Feature Fusion for the Detection of Microsleep Events. J. VLSI Signal Process. 49(2): 329-342 (2007) - [c7]Wai Yie Leong, Danilo P. Mandic, Martin Golz, David Sommer:
Blind Extraction of Microsleep Events. DSP 2007: 207-210 - 2006
- [c6]Martin Golz, David Sommer:
The Performance of LVQ Based Automatic Relevance Determination Applied to Spontaneous Biosignals. KES (3) 2006: 1256-1263 - [c5]Udo Trutschel, David Sommer, Acacia Aguirre, Todd Dawson, Bill Sirois:
Alertness Assessment Using Data Fusion and Discrimination Ability of LVQ-Networks. KES (3) 2006: 1264-1271 - [c4]Mo Chen, David Sommer, Su Lee Goh, Temujin Gautama, Dragan Obradovic, Martin Golz, Mary J. Morrell, Hui Wang, Danilo P. Mandic:
A Novel Tool for Sequential Fusion of Nonlinear Features: A Sleep Psychology Application. MFI 2006: 474-478 - 2005
- [c3]David Sommer, Martin Golz:
A Comparison of Validation Methods for Learning Vector Quantization and for Support Vector Machines on Two Biomedical Data Sets. GfKl 2005: 150-157 - [c2]David Sommer, Mo Chen, Martin Golz, Udo Trutschel, Danilo P. Mandic:
Fusion of State Space and Frequency- Domain Features for Improved Microsleep Detection. ICANN (2) 2005: 753-759 - 2001
- [c1]David Sommer, Martin Golz:
Clustering of EEG-Segments Using Hierarchical Agglomerative Methods and Self-Organizing Maps. ICANN 2001: 642-649
1970 – 1979
- 1971
- [j1]Egon Balas, V. Joseph Bowman, Fred W. Glover, David Sommer:
An Intersection Cut from the Dual of the Unit Hypercube. Oper. Res. 19(1): 40-44 (1971)
Coauthor Index
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