- Pranav Krishna Prasad, Benjamin Staehle, Igor Chernov and Wolfgang Ertel. Grasping Unknown Objects Using Convolutional Neural Networks. Intelligent Systems and Applications. 2020. [bib]
- I. Chernov and W. Ertel. Generating Optimal Gripper Orientation for Robotic Grasping of Unknown Objects using Neural Network. In Federated AI for Robotics Workshop (FAIR), IJCAI-ECAI-18. Stockholm. 2018. [bib]
- C. Bonenberger and B. Kathan and W. Ertel. Feature-Based Gait Pattern Classification for a Robotic Walking Frame. In Workshop on Advanced Analytics and Learning on Temporal Data (ECML/PKDD). Würzburg. 2019. [bib]
- W. Ertel. Artificial Intelligence, the Spare Time Rebound Effect and how the ECG would avoid it. International Conference: Economy for the Common Good (ECGPW-2019). Bremen. 2019. [bib]
- A. Agrawal, W. Ertel. Automatic Nursing Care Trainer Based on Machine Learning. In KHD@IJCAI-ECAI-2018. Stockholm. 2018. [bib]
- A. Agrawal, W. Ertel. Machine Learning Based Virtual Ergonomics Trainer in the Field of Nursing Care. In Zukunft der Pflege, Innovative Technologien für die Pflege. 2018. [bib]
- J. Reichold, A. Agrawal, M. Thurlings, I. Cohen, B. Weber-Fiori, A. Rölle, M. Hassan, M. Dürr, U. Pfeil, A. Pape and others. Human-Machine Interaction in Care-Education. In Mensch und Computer 2017-Workshopband. [bib]
- A. Agrawal, W. Ertel. Character Recognition in Satellite Images. In Baden-Württemberg Center for Applied Research Symposium on Information and Communication Systems. 2016. [bib]
- A. Agrawal, A. Schmidt. A Comparative Study of Data Clustering Algorithms. In Baden-Württemberg Center for Applied Research Symposium on Information and Communication Systems. 2016. [bib]
- B. Stähle, W. Ertel. Teaching ROS efficiently to mixed skill classes. In European Robotics Forum 2018, Tampere, Finland, March. 2018. [bib]
- B. Weber-Fiori, B. Stähle, S. Pfiffner, B. Reiner, W. Ertel, M. Winter. Marvin, ein Assistenzroboter für Menschen mit körperlicher Behinderung im praktischen Einsatz. In Digitale Transformation von Dienstleistungen im Gesundheitswesen III, August, 269-285. 2017. [bib]
- M. Schneider. Expected similarity estimation for large-scale anomaly detection. 2017. [bib]
- M. Schneider, W. Ertel, G. Palm. Constant Time EXPected Similarity Estimation for Large-Scale Anomaly Detection.. In ECAI, August-September, 12-20. 2016. [bib]
- M. Schneider, W. Ertel, F. Ramos. Kernel embeddings for large-scale anomaly detection, July. 2016. [bib]
- M. Schneider, W. Ertel, F. Ramos. Expected similarity estimation for large-scale batch and streaming anomaly detection, May, 305-333. 2016. [bib]
- M. Schneider. Probability inequalities for kernel embeddings in sampling without replacement. In Artificial Intelligence and Statistics. 2016. [bib]
- M. Schneider,W. Ertel and G. Palm. Constant Time EXPected Similarity Estimation using Stochastic Optimization, November. 2015. [bib]
- M. Schneider, W. Ertel, G. Palm. Kernel feature maps from arbitrary distance metrics. In Joint German/Austrian Conference on Artificial Intelligence (Künstliche Intelligenz), November, 137-150. 2015. [bib]
- M. Schneider, W. Ertel and G. Palm. Kernel Feature Maps from Arbitrary Distance Metrics. In Proceedings of the 38th German Conference on Artificial Intelligence (KI), Dresden, Germany, September, 21-25. 2015. [bib]
- R. Cubek, W. Ertel and G. Palm. A Critical Review on the Symbol Grounding Problem as an Issue of Autonomous Agents. In Proceedings of the 38th German Conference on Artificial Intelligence (KI), Dresden, Germany, September, 21-25. 2015. [bib]
- M. Schneider, W. Ertel and G. Palm. Expected similarity estimation for large scale anomaly detection. In Neural Networks (IJCNN), 2015 IEEE International Joint Conference on, Ireland, July, 1-8. 2015. [bib]
- V. Zakharov, R. Cubek, W. Ertel. Transparent Integration of a Real-Time Collision Safety System to a Motor Control Chain of a Service Robot. In Proceedings of the 7th Annual International Conference on Technologies for Practical Robot Applications (TEPRA 2015), Boston, Massachusetts, USA, May 11-12, 2015. 2015. [bib]
- R. Cubek, W. Ertel and G. Palm. High-Level Learning from Demonstration with Conceptual Spaces and Subspace Clustering. In Proceedings of the 2015 IEEE International Conference on Robotics and Automation (ICRA), Seattle, Washington, USA, May 26-30, 2015. [bib]
- W. Ertel, S. Pfiffner, B. Reiner, B. Stähle, M. Schneider, J. Schmal, B. Weber-Fiori and M.H.-J. Winter. A service robot platform for individuals with disabilities. In Proceedings of the 1. BW-CAR Symposium on Information and Communication Systems (SInCom), Villingen-Schwenningen, Germany. 2014. [bib]
- M. Schneider and F.Ramos. Transductive Learning for Multi-Task Copula Processes. In Proceedings of the 21st European Conference on Artificial Intelligence (ECAI 2014), Prague, Czech Republic. 2014. [bib]
- B. Reiner, W. Ertel, H. Posenauer and M. Schneider. LAT: A simple Learning from Demonstration Method. In Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'14), Chicago, Illinois, USA. 2014. [bib]
- W. Ertel, R. Lehmann, R. Medow, M. Finkbeiner and A. Meyer. Model Free Diagnosis of Pneumatic Systems using Machine Learning. In 9th International Fluid Power Conference. Aachen. 2014. [bib]
- S. Schädle and W. Ertel. Dexterous Manipulation Using Hierarchical Reinforcement Learning. In Proceedings of the IEEE International Conference on Robotics and Automation (ICRA) 2013, Karlsruhe, Deutschland. 2013. [bib]
- N. Vien, W. Ertel, V.-H. Dang, and T. Chung. Monte Carlo Tree Search for Bayesian Reinforcement Learning. 2013. [bib]
- N. Vien and W. Ertel. Monte Carlo Tree Search for Bayesian Reinforcement Learning. In 11th International Conference on Machine Learning and Applications (ICMLA 2012) December 12-15, Boca Raton, Florida, USA. 2012. [bib]
- N. Vien and W. Ertel. Reinforcement learning combined with human feedback in continuous state and action spaces. IEEE Conference on Development and Learning / EpiRob 2012 (ICDL-EpiRob), San Diego, USA. November, 2012. [bib]
- N. Vien and W. Ertel. Learning via Human Feedback in Continuous State and Action Spaces. In 2012 AAAI Fall Symposium Series, Robots Learning Interactively from Human Teachers, (RLIHT), Arlington, Virginia, USA. November, 2012. [bib]
- P. Ertle, H. Voos and D. Söffker. Utilizing Dynamic Hazard Knowledge for Risk Sensitive Action Planning of Autonomous Robots. In Proceedings of the IEEE International Symposium on Robotic and Sensors Environments ROSE, Magdeburg, Germany. 2012. [bib]
- P. Ertle, M. Tokic, R. Cubek, H. Voos, and D. Söffker. Towards learning of safety knowledge from human demonstrations. In Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'12), Vilamoura, Algarve, Portugal. 2012. [bib]
- M. Tokic and G. Palm. Gradient algorithms for exploration/exploitation trade-offs: Global and local variants. In Proceedings of the 5th INNS IAPR TC3 GIRPR International Workshop on Artificial Neural Networks in Pattern Recognition (ANNPR'12), Trento, Italy. 2012. [bib]
- M. Tokic and G. Palm. Adaptive exploration using stochastic neurons. In Proceedings of the 22nd International Conference on Artificial Neural Networks (ICANN'12), Lausanne, Switzerland. 2012. [bib]
- M. Tokic, P. Ertle, G. Palm, D. Söffker, and H. Voos. Robust exploration/exploitation trade-offs in safety-critical applications. In Proceedings of the 8th International Symposium on Fault Detection, Supervision and Safety of Technical Processes, Mexico City, Mexico, IFAC. 2012. [bib]
- M. Tokic and H. Bou Ammar. Teaching reinforcement learning using a physical robot. In Proceedings of the Workshop on Teaching Machine Learning at the 29th International Conference on Machine Learning, Edinburgh, UK. 2012. [bib]
- P. Ertle, M. Tokic, T. Bystricky, M. Ebel, H. Voos, and D. Söffker. Conceptual design of a dynamic risk-assessment server for autonomous robots. In Proceedings of the 7th German Conference on Robotics, pages 250-254. VDE Verlag. 2012. [bib]
- T. Fromm, B. Staehle and W. Ertel. Robust Multi-Algorithm Object Recognition Using Machine Learning Methods. IEEE International Conference on Multisensor Fusion and Information Integration, Hamburg, Germany. 2012. (PDF)[bib]
- R. Cubek and W. Ertel. Conceptual Similarity as a Key to High-Level Robot Programming by Demonstration. In ROBOTIK 2012, 7th German Conference on Robotics, Munich, Germany. 2012. [bib]
- M. Bertsche and T. Fromm and W. Ertel. BOR3D: A Use-Case-Oriented Software Framework for 3-D Object Recognition. IEEE Conference on Technologies for Practical Robot Applications (TePRA). 2012. [bib]
- R. Cubek and W. Ertel. Learning and Execution of High-Level Concepts with Conceptual Spaces and PDDL. In 3rd Workshop on Learning and Planning, ICAPS (21st International Conference on Automated Planning and Scheduling). Freiburg, Germany. 2011. [bib]
- H. Voos and H. Bou Ammar. Non-linear tracking and landing controller for quadrotor aerial robot. In Proc. IEEE Multi-Conference on Systems and Control. Yokohama, Japan. 2010. [bib]
- M. Schneider and W. Ertel. Robot Learning by Demonstration with Local Gaussian Process Regression. In Proceedings of the 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2010). Taipeh, Taiwan. 2010. [bib]
- M. Schneider and R. Cubek and T. Fromm and W. Ertel. Combining Gaussian Processes and Conventional Path Planning in a Learning from Demonstration Framework. In Proceedings of the Eurobot Conference 2010. Rapperswil-Jona (CH). 2010. [bib]
- H. Voos and H. Bou Ammar and W. Ertel. Controller Design for Quadrotor UAV's using Reinforcement Learning. In Proc. IEEE Multi-Conference on Systems and Control. Yokohama, Japan. 2010. [bib]
- P. Ertle and D. Gamrad and H. Voos and D. Söffker. Action Planning for Autonomous Systems with respect to Safety Aspects. In Proc. IEEE International Conference on Systems Man and Cybernetics (SMC) 2010. Istanbul, Turkey. 2010. [bib]
- P. Ertle, H. Voos, D. Söffker. Development of Safe Autonomous Mobile Service Robots using an Active Integrated Approach. In Proceedings of the International Symposium on Robotics ISR 2010. Munich, Germany. 2010. [bib]
- P. Ertle, H. Voos, D. Söffker. On Risk Formalization of On-Line Risk Assessment for Safe Decision Making in Robotics. In Proceedings of the 7th IARP Workshop on Technical Challenges for Dependable Robots in Human Environments. Toulouse, France. 2010. [bib]
- P. Ertle and D. Söffker. Towards Risk Analysis to enable Safe Service Robotics. Interface and Interaction Design for Learning and Simulation Environments. Berlin. 2010. [bib]
- W. Ertel, M. Schneider, R. Cubek and M. Tokic. The Teaching-Box: A Universal Robot Learning Framework. In Proceedings of the 14th International Conference on Advanced Robotics (ICAR 2009). Munich. 2009. [bib]
- H. Voos. Model Predictive Collaborative Motion Planning and Control of Mobile Robots including Safety Aspects. In Proc 14th Int. Conf. on Advanced Robotics (ICAR). Munich, Germany. 2009. [bib]
- H. Voos and P. Ertle. Online Risk Assessment for Safe Autonomous Mobile Robots - A Perspective. In Proceedings of the 7th Workshop on Advanced Control and Diagnosis, Zielona Góra. Poland. 2009. [bib]
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