David Sommer

According to our database, David Sommer authored at least 29 papers between 1971 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of three.

2024

Generative Modelling with Tensor Train approximations of Hamilton-Jacobi-Bellman equations.

David Sommer, Robert Gruhlke, Max Kirstein, Martin Eigel, Claudia Schillings

CoRR, 2024

2023

Dynamical low-rank approximations of solutions to the Hamilton-Jacobi-Bellman equation.

Martin Eigel, Reinhold Schneider, David Sommer

Numer. Linear Algebra Appl., May, 2023

Approximating Langevin Monte Carlo with ResNet-like Neural Network architectures.

Martin Eigel, Charles Miranda, Janina Schütte, David Sommer

CoRR, 2023

2022

Less interaction with forward models in Langevin dynamics.

Martin Eigel, Robert Gruhlke, David Sommer

CoRR, 2022

Decomposition of Industrial Systems for Energy Efficiency Optimization with OptTopo.

Gregor Thiele, Theresa Johanni, David Sommer, Jörg Krüger

CoRR, 2022

Tensor-Train Kernel Learning for Gaussian Processes.

Max Kirstein, David Sommer, Martin Eigel

Proceedings of the Conformal and Probabilistic Prediction with Applications, 2022

OptTopo: Automated set-point optimization for coupled systems using topology information.

Gregor Thiele, Theresa Johanni, David Sommer, Martin Eigel, Jörg Krüger

Proceedings of the 8th International Conference on Control, 2022

2020

System identification of a hysteresis-controlled pump system using SINDy.

Gregor Thiele, Arne Fey, David Sommer, Jörg Krüger

Proceedings of the 24th International Conference on System Theory, Control and Computing, 2020

2017

Creating impact resonance through a culture of Holistic Discoverability.

David Sommer

Learn. Publ., 2017

2016

Large Sleepy Reading Corpus (LSRC): Applying Read Speech for Detecting Sleepiness.

Jarek Krajewski, Sebastian Schnieder, Christopher Monschau, Raphael Titt, David Sommer, Martin Golz

Proceedings of the 12th ITG Symposium on Speech Communication, 2016

2012

Applying multiple classifiers and non-linear dynamics features for detecting sleepiness from speech.

Jarek Krajewski, Sebastian Schnieder, David Sommer, Anton Batliner, Björn W. Schuller

Neurocomputing, 2012

Heart rate measures reflect the interaction of low mental workload and fatigue during driving simulation.

Udo Trutschel, Martin Golz, Christian Heinze, David Sommer, Bill Sirois, David Edwards

Proceedings of the International Conference on Automotive User Interfaces and Interactive Vehicular Applications, 2012

2011

Evaluation of Dynamic Transfer Nodes for Distributed Cooperative On-Demand Transportation.

Markus Duchon, David Sommer, Michael Dürr

Proceedings of the 74th IEEE Vehicular Technology Conference, 2011

2010

Pattern recognition methods: a novel analysis for the pupillographic sleepiness test.

Jarek Krajewski, Thomas Schnupp, Sebastian Schnieder, David Sommer, Christian Heinze, Martin Golz

Proceedings of the 7th International Conference on Methods and Techniques in Behavioral Research, 2010

Applying nonlinear dynamics features for speech-based fatigue detection.

Jarek Krajewski, David Sommer, Thomas Schnupp, Tom Laufenberg, Christian Heinze, Martin Golz

Proceedings of the 7th International Conference on Methods and Techniques in Behavioral Research, 2010

Detecting fatigue from steering behaviour applying continuous wavelet transform.

Jarek Krajewski, Martin Golz, Sebastian Schnieder, Thomas Schnupp, Christian Heinze, David Sommer

Proceedings of the 7th International Conference on Methods and Techniques in Behavioral Research, 2010

2009

Analyse des Mikroschlafs mit Methoden der computergestützten Intelligenz.

David Sommer

PhD thesis, 2009

Biosignal Based Discrimination between Slight and Strong Driver Hypovigilance by Support-Vector Machines.

David Sommer, Martin Golz, Udo Trutschel, Dave Edwards

Proceedings of the Agents and Artificial Intelligence - International Conference, 2009

Determination of Driver's Hypovigilance from Biosignals.

David Sommer, Martin Golz, Udo Trutschel, Dave Edwards

Proceedings of the ICAART 2009 - Proceedings of the International Conference on Agents and Artificial Intelligence, Porto, Portugal, January 19, 2009

Data Reduction or Data Fusion in Bisoginal Processing?

Martin Golz, David Sommer, Udo Trutschel

Proceedings of the BIOSIGNALS 2009, 2009

2007

Feature Fusion for the Detection of Microsleep Events.

Martin Golz, David Sommer, Mo Chen, Udo Trutschel, Danilo P. Mandic

J. VLSI Signal Process., 2007

Blind Extraction of Microsleep Events.

Wai Yie Leong, Danilo P. Mandic, Martin Golz, David Sommer

Proceedings of the 15th International Conference on Digital Signal Processing, 2007

2006

A Novel Tool for Sequential Fusion of Nonlinear Features: A Sleep Psychology Application.

Mo Chen, David Sommer, Su Lee Goh, Temujin Gautama, Dragan Obradovic, Martin Golz, Mary J. Morrell, Hui Wang, Danilo P. Mandic

Proceedings of the 2006 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, 2006

Alertness Assessment Using Data Fusion and Discrimination Ability of LVQ-Networks.

Udo Trutschel, David Sommer, Acacia Aguirre, Todd Dawson, Bill Sirois

Proceedings of the Knowledge-Based Intelligent Information and Engineering Systems, 2006

The Performance of LVQ Based Automatic Relevance Determination Applied to Spontaneous Biosignals.

Martin Golz, David Sommer

Proceedings of the Knowledge-Based Intelligent Information and Engineering Systems, 2006

2005

Fusion of State Space and Frequency- Domain Features for Improved Microsleep Detection.

David Sommer, Mo Chen, Martin Golz, Udo Trutschel, Danilo P. Mandic

Proceedings of the Artificial Neural Networks: Formal Models and Their Applications, 2005

A Comparison of Validation Methods for Learning Vector Quantization and for Support Vector Machines on Two Biomedical Data Sets.

David Sommer, Martin Golz

Proceedings of the From Data and Information Analysis to Knowledge Engineering, 2005

2001

Clustering of EEG-Segments Using Hierarchical Agglomerative Methods and Self-Organizing Maps.

David Sommer, Martin Golz

Proceedings of the Artificial Neural Networks, 2001

1971

An Intersection Cut from the Dual of the Unit Hypercube.

Egon Balas, V. Joseph Bowman, Fred W. Glover, David Sommer

Oper. Res., 1971