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Stock-Homburg, Ruth ; Peters, J. ; Schneider, K. ; Prasad, V. ; Nukovic, L. (2020)
Evaluation of the Handshake Turing Test for anthropomorphic Robots.
Conference or Workshop Item
Vinogradska, J. ; Bischoff, B. ; Koller, T. ; Achterhold, J. ; Peters, J. (2020)
Numerical Quadrature for Probabilistic Policy Search.
In: IEEE Transactions on Pattern Analysis and Machine Intelligence, 42 (1)
doi: 10.1109/TPAMI.2018.2879335
Article
Loeckel, S. ; Peters, J. ; Vliet, P. van (2020)
A Probabilistic Framework for Imitating Human Race Driver Behavior.
In: IEEE Robotics and Automation Letters (RA-L), 5 (2)
doi: 10.1109/LRA.2020.2970620
Article
Gomez-Gonzalez, S. ; Prokudin, S. ; Schölkopf, B. ; Peters, J. (2020)
Real Time Trajectory Prediction Using Deep Conditional Generative Models.
In: IEEE Robotics and Automation Letters (RA-L), 5 (2)
doi: 10.1109/LRA.2020.2966390
Article
Belousov, B. ; Sadybakasov, A. ; Wibranek, B. ; Veiga, F. F. ; Tessmann, O. ; Peters, J. (2019)
Building a Library of Tactile Skills Based on FingerVision.
2019 IEEE-RAS 19th International Conference on Humanoid Robots (Humanoids). Toronto, ON, Canada (15.-17.10.2019)
doi: 10.1109/Humanoids43949.2019.9035000
Conference or Workshop Item
Lutter, M. ; Ritter, C. ; Peters, J. (2019)
Deep Lagrangian Networks: Using physics as model prior for Deep Learning.
7th International Conference on Learning Representations (ICLR'19). New Orleans, United States (06.-09.05.2019)
Conference or Workshop Item
Osa, T. ; Peters, J. ; Neumann, G. (2018)
Hierarchical Reinforcement Learning of Multiple Grasping Strategies with Human Instructions.
In: Advanced Robotics, 32 (18)
doi: 10.1080/01691864.2018.1509018
Article
Veiga, F. ; Edin, B. B. ; Peters, J. (2018)
In-Hand Object Stabilization by Independent Finger Control.
In: IEEE Transactions on Robotics Journal
Article
Akrour, R. ; Peters, J. ; Neuman, G. (2018)
Constraint-Space Projection Direct Policy Search.
European Workshops on Reinforcement Learning (EWRL). Lille, France
Conference or Workshop Item
Koert, D. ; Maeda, G. ; Neumann, G. ; Peters, J. (2018)
Learning Coupled Forward-Inverse Models with Combined Prediction Errors.
International Conference on Robotics and Automation (ICRA 2018). Brisbane, Australia (21.-25.05.2018)
Conference or Workshop Item
Osa, T. ; Pajarinen, J. ; Neumann, G. ; Bagnell, J. A. ; Abbeel, P. ; Peters, J. (2018)
An Algorithmic Perspective on Imitation Learning.
In: Foundations and Trends in Robotics, 7 (1-2)
Article
Vinogradska, J. ; Bischoff, B. ; Peters, J. (2018)
Approximate Value Iteration based on Numerical Quadrature.
In: IEEE Robotics and Automation Letters, 3 (2)
Article
Yi, Z. ; Zhang, Y. ; Peters, J. (2018)
Biomimetic Tactile Sensors and Signal Processing with Spike Trains: A Review.
In: Sensors and Actuators A: Physical, 269
Article
Muratore, F. ; Treede, F. ; Gienger, M. ; Peters, J. (2018)
Domain Randomization for Simulation-Based Policy Optimization with Transferability Assessment.
Conference on Robot Learning (CoRL).
Conference or Workshop Item
Lioutikov, R. ; Maeda, G. ; Veiga, F. F. ; Kersting, K. ; Peters, J. (2018)
Inducing Probabilistic Context-Free Grammars for the Sequencing of Robot Movement Primitives.
2018 IEEE International Conference on Robotics and Automation (ICRA). Brisbane, QLD, Australia (May 21-26, 2018)
Conference or Workshop Item
Šošić, A. ; Rueckert, E. ; Peters, J. ; Zoubir, A. M. ; Koeppl, H. (2018)
Inverse Reinforcement Learning via Nonparametric Spatio-Temporal Subgoal Modeling.
In: Journal of Machine Learning Research, 19 (69)
Article
Gondaliya, K. D. ; Peters, J. ; Rueckert, E. (2018)
Learning to Categorize Bug Reports with LSTM Networks.
The 10th International Conference on Advances in System Testing and Validation Lifecycle (VALID). Nice, France
Conference or Workshop Item
Belousov, B. ; Peters, J. (2018)
Mean squared advantage minimization as a consequence of entropic policy improvement regularization.
The 14th European Workshop on Reinforcement Learning (EWRL 2018). Lille, France (October 1-3, 2018)
Conference or Workshop Item
Manschitz, S. ; Gienger, M. ; Kober, J. ; Peters, J. (2018)
Mixture of Attractors: A novel Movement Primitive Representation for Learning Motor Skills from Demonstrations.
In: IEEE Robotics and Automation Letters, 3 (2)
Article
Koc, O. ; Maeda, G. ; Peters, J. (2018)
Online optimal trajectory generation for robot table tennis.
In: Robotics and Autonomous Systems, 105
Article
Parmas, P. ; Doya, K. ; Rasmussen, C. ; Peters, J. (2018)
PIPPS: Flexible Model-Based Policy Search Robust to the Curse of Chaos.
In: International Conference on Machine Learning
Article
Paraschos, A. ; Rueckert, E. ; Peters, J. ; Neumann, G. (2018)
Probabilistic Movement Primitives under Unknown System Dynamics.
In: Advanced Robotics, 32 (6)
Article
Akrour, R. ; Veiga, F. ; Peters, J. ; Neuman, G. (2018)
Regularizing Reinforcement Learning with State Abstraction.
Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).
Conference or Workshop Item
Paraschos, A. ; Daniel, C. ; Peters, J. ; Neumann, G. (2018)
Using Probabilistic Movement Primitives in Robotics.
In: Autonomous Robots, 42 (3)
Article
Belousov, B. ; Peters, J. (2017)
f-Divergence constrained policy improvement.
doi: 10.48550/arXiv.1801.00056
Report
Yi, Z. ; Zhang, Y. ; Peters, J. (2017)
Bioinspired Tactile Sensor for Surface Roughness Discrimination.
In: Sensors and Actuators A: Physical Volume, 255
Article
Maeda, G. ; Ewerton, M. ; Osa, T. ; Busch, B. ; Peters, J. (2017)
Active Incremental Learning of Robot Movement Primitives.
Proceedings of the Conference on Robot Learning (CoRL).
Conference or Workshop Item
Wang, Z. ; Boularias, A. ; Muelling, K. ; Schoelkopf, B. ; Peters, J. (2017)
Anticipatory Action Selection for Human-Robot Table Tennis.
In: Artificial Intelligence, 247
Article
Ewerton, M. ; Maeda, G. ; Rother, D. ; Weimar, J. ; Lotter, L. ; Kollegger, G. ; Wiemeyer, J. ; Peters, J. (2017)
Assisting the practice of motor skills by humans with a probability distribution over trajectories.
Other
Wiemeyer, J. ; Peters, J. ; Kollegger, G. ; Ewerton, M. (2017)
BIMROB - Bidirektionale Interaktion von Mensch und Roboter beim Bewegungslernen.
DVS Sportmotorik 2017.
Conference or Workshop Item
Kollegger, G. ; Ewerton, M. ; Wiemeyer, J. ; Peters, J. (2017)
BIMROB — Bidirectional Interaction Between Human and Robot for the Learning of Movements.
In: Proceedings of the International Symposium on Experimental Robotics (ISER)",
Book Section
Belousov, B. ; Neumann, G. ; Rothkopf, C. A. ; Peters, J. (2017)
Catching heuristics are optimal control policies.
13th Karniel Computational Motor Control Workshop. Be'er Sheva, Israel (14.-16.03.2017)
Conference or Workshop Item
Kroemer, O. ; Peters, J. (2017)
A Comparison of Autoregressive Hidden Markov Models for Multi-Modal Manipulations with Variable Masses.
In: Robotics and Automation, and IEEE Robotics and Automation Letters (RA-L)",, (2)
Article
Stark, S. ; Peters, J. ; Rueckert, E. (2017)
A Comparison of Distance Measures for Learning Nonparametric Motor Skill Libraries.
Proceedings of the International Conference on Humanoid Robots (HUMANOIDS).
Conference or Workshop Item
Wilbers, D. ; Lioutikov, R. ; Peters, J. (2017)
Context-Driven Movement Primitive Adaptation.
Singapore, Singapore (29 May-3 June 2017)
doi: 10.1109/ICRA.2017.7989396
Conference or Workshop Item
Kollegger, G. ; Reinhardt, N. ; Ewerton, M. ; Peters, J. ; Wiemeyer, J. (2017)
Die Bedeutung der Beobachtungsperspektive beim Bewegungslernen von Mensch-Roboter-Dyaden.
DVS Sportmotorik 2017.
Conference or Workshop Item
Tanneberg, D. ; Peters, J. ; Rueckert, E. (2017)
Efficient Online Adaptation with Stochastic Recurrent Neural Networks.
Proceedings of the International Conference on Humanoid Robots (HUMANOIDS).
Conference or Workshop Item
Gabriel, A. ; Akrour, R. ; Peters, J. ; Neumann, G. (2017)
Empowered Skills.
Proceedings of the International Conference on Robotics and Automation (ICRA).
Conference or Workshop Item
Hoof, H. van ; Tanneberg, D. ; Peters, J. (2017)
Generalized Exploration in Policy Search.
In: Machine Learning (MLJ), (9-10)
Article
Parisi, S. ; Ramstedt, S. ; Peters, J. (2017)
Goal-Driven Dimensionality Reduction for Reinforcement Learning.
Proceedings of the IEEE/RSJ Conference on Intelligent Robots and Systems (IROS).
Conference or Workshop Item
Osa, T. ; Ghalamzan, E. A. M. ; Stolkin, R. ; Lioutikov, R. ; Peters, J. ; Neumann, G. (2017)
Guiding Trajectory Optimization by Demonstrated Distributions.
In: IEEE Robotics and Automation Letters, (2)
Article
Pajarinen, J. ; Kyrki, V. ; Koval, M. ; Srinivasa, S. ; Peters, J. ; Neumann, G. (2017)
Hybrid Control Trajectory Optimization under Uncertainty.
Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).
Conference or Workshop Item
Grossberger, L. ; Hohmann, M. R. ; Peters, J. ; Grosse-Wentrup, M. (2017)
Investigating Music Imagery as a Cognitive Paradigm for Low-Cost Brain-Computer Interfaces.
Proceedings of the 7th Graz Brain-Computer Interface Conference.
Conference or Workshop Item
Ewerton, M. ; Kollegger, G. ; Maeda, G. ; Wiemeyer, J. ; Peters, J. (2017)
Iterative Feedback-basierte Korrekturstrategien beim Bewegungslernen von Mensch-Roboter-Dyaden.
DVS Sportmotorik 2017.
Conference or Workshop Item
End, F. ; Akrour, R. ; Peters, J. ; Neumann, G. (2017)
Layered Direct Policy Search for Learning Hierarchical Skills.
Proceedings of the International Conference on Robotics and Automation (ICRA).
Conference or Workshop Item
Rueckert, E. ; Nakatenus, M. ; Tosatto, S. ; Peters, J. (2017)
Learning Inverse Dynamics Models in O(n) time with LSTM networks.
Proceedings of the International Conference on Humanoid Robots (HUMANOIDS).
Conference or Workshop Item
Farraj, F. B. ; Osa, T. ; Pedemonte, N. ; Peters, J. ; Neumann, G. ; Giordano, P. R. (2017)
A Learning-based Shared Control Architecture for Interactive Task Execution.
Proceedings of the IEEE International Conference on Robotics and Automation (ICRA).
Conference or Workshop Item
Akrour, R. ; Sorokin, D. ; Peters, J. ; Neumann, G. (2017)
Local Bayesian Optimization of Motor Skills.
Proceedings of the International Conference on Machine Learning (ICML).
Conference or Workshop Item
Parisi, S. ; Pirotta, M. ; Peters, J. (2017)
Manifold-based Multi-objective Policy Search with Sample Reuse.
In: Neurocomputing, 263
Article
Kupcsik, A. G. ; Deisenroth, M. P. ; Peters, J. ; Ai Poh, L. ; Vadakkepat, V. ; Neumann, G. (2017)
Model-based Contextual Policy Search for Data-Efficient Generalization of Robot Skills.
In: Artificial Intelligence, 247
Article
Hoof, H. van ; Neumann, G. ; Peters, J. (2017)
Non-parametric Policy Search with Limited Information Loss.
In: Journal of Machine Learning Research, (73)
Article
Tanneberg, D. ; Peters, J. ; Rueckert, E. (2017)
Online Learning with Stochastic Recurrent Neural Networks using Intrinsic Motivation Signals.
1st Conference on Robot Learning (CoRL 2017). Mountain View, USA (13.-15.11.2017)
Conference or Workshop Item
Maeda, G. ; Ewerton, M. ; Neumann, G. ; Lioutikov, R. ; Peters, J. (2017)
Phase Estimation for Fast Action Recognition and Trajectory Generation in Human-Robot Collaboration.
In: International Journal of Robotics Research, 36 (13-14)
Article
Tangkaratt, V. ; Hoof, H. van ; Parisi, S. ; Neumann, G. ; Peters, J. ; Sugiyama, M. (2017)
Policy Search with High-Dimensional Context Variables.
Proceedings of the AAAI Conference on Artificial Intelligence (AAAI).
Conference or Workshop Item
Dermy, O. ; Paraschos, A. ; Ewerton, M. ; Charpillet, F. ; Peters, J. ; Ivaldi, S. (2017)
Prediction of intention during interaction with iCub with Probabilistic Movement Primitives.
In: Frontiers in Robotics and AI
Article
Maeda, G. ; Neumann, G. ; Ewerton, M. ; Lioutikov, R. ; Kroemer, O. ; Peters, J. (2017)
Probabilistic Movement Primitives for Coordination of Multiple Human-Robot Collaborative Tasks.
In: Autonomous Robots, 41 (3)
Article
Thiem, S. ; Stark, S. ; Tanneberg, D. ; Peters, J. ; Rueckert, E. (2017)
Simulation of the underactuated Sake Robotics Gripper in V-REP.
In: Workshop at the International Conference on Humanoid Robots (HUMANOIDS)
Book Section
Vinogradska, J. ; Bischoff, B. ; Nguyen-Tuong, D. ; Peters, J. (2017)
Stability of Controllers for Gaussian Process Forward Models.
In: Journal of Machine Learning Research, 18 (100)
Article
Abdulsamad, H. ; Arenz, O. ; Peters, J. ; Neumann, G. (2017)
State-Regularized Policy Search for Linearized Dynamical Systems.
Proceedings of the International Conference on Automated Planning and Scheduling (ICAPS).
Conference or Workshop Item
Ivaldi, S. ; Lefort, S. ; Peters, J. ; Chetouani, M. ; Provasi, J. ; Zibetti, E. (2017)
Towards Engagement Models that Consider Individual Factors in HRI: On the Relation of Extroversion and Negative Attitude Towards Robots to Gaze and Speech During a Human-Robot Assembly Task.
In: International Journal of Social Robotics
Article
Padois, V. ; Ivaldib, S. ; Babic, J. ; Mistry, M. ; Peters, J. ; Nori, F. (2017)
Whole-body multi-contact motion in humans and humanoids.
In: Robotics and Autonomous Systems, 90
Article
Koert, D. ; Maeda, G. J. ; Lioutikov, R. ; Neumann, G. ; Peters, J. (2016)
Demonstration Based Trajectory Optimization for Generalizable Robot Motions.
16th International Conference on Humanoid Robots (Humanoids 2016). Cancun, Mexico (15.-17.11.2016)
Conference or Workshop Item
Yi, Z. ; Calandra, R. ; Veiga, F. ; Hoof, H. van ; Hermans, T. ; Zhang, Y. ; Peters, J. (2016)
Active Tactile Object Exploration with Gaussian Processes.
Proceedings of the IEEE/RSJ Conference on Intelligent Robots and Systems (IROS).
Conference or Workshop Item
Sharma, D. ; Tanneberg, D. ; Grosse-Wentrup, M. ; Peters, J. ; Rueckert, E. (2016)
Adaptive Training Strategies for BCIs.
Cybathlon Symposium.
Conference or Workshop Item
Maeda, G. ; Maloo, A. ; Ewerton, M. ; Lioutikov, R. ; Peters, J. (2016)
Anticipative Interaction Primitives for Human-Robot Collaboration.
AAAI Fall Symposium Series. Shared Autonomy in Research and Practice, Arlington, VA, USA.
Conference or Workshop Item
Kollegger, G. ; Ewerton, M. ; Peters, J. ; Wiemeyer, J. (2016)
Bidirektionale Interaktion zwischen Mensch und Roboter beim Bewegungslernen (BIMROB).
11. Symposium der DVS Sportinformatik.
Conference or Workshop Item
Veiga, F. F. ; Peters, J. (2016)
Can Modular Finger Control for In-Hand Object Stabilization be accomplished by Independent Tactile Feedback Control Laws?
Article
Peters, J. ; Lee, D. ; Kober, J. ; Nguyen-Tuong, D. ; Bagnell, J. ; Schaal, S. (2016)
Chapter 15: Robot Learning.
In: Springer Handbook of Robotics
Book Section
Abdolmaleki, A. ; Lau, N. ; Reis, L. ; Peters, J. ; Neumann, G. (2016)
Contextual Policy Search for Linear and Nonlinear Generalization of a Humanoid Walking Controller.
In: Journal of Intelligent & Robotic Systems, 83 (3-4)
Article
Tanneberg, D. ; Paraschos, A. ; Peters, J. ; Rueckert, E. (2016)
Deep Spiking Networks for Model-based Planning in Humanoids.
Proceedings of the International Conference on Humanoid Robots (HUMANOIDS).
Conference or Workshop Item
Osa, T. ; Peters, J. ; Neumann, G. (2016)
Experiments with Hierarchical Reinforcement Learning of Multiple Grasping Policies.
Proceedings of the International Symposium on Experimental Robotics (ISER).
Conference or Workshop Item
Daniel, C. ; Neumann, G. ; Kroemer, O. ; Peters, J. (2016)
Hierarchical Relative Entropy Policy Search.
In: Journal of Machine Learning Research, 17 (93)
Article
Ewerton, M. ; Maeda, G. J. ; Kollegger, G. ; Wiemeyer, J. ; Peters, J. (2016)
Incremental Imitation Learning of Context-Dependent Motor Skills.
Conference or Workshop Item
Kohlschuetter, J. ; Peters, J. ; Rueckert, E. (2016)
Learning Probabilistic Features from EMG Data for Predicting Knee Abnormalities.
Proceedings of the XIV Mediterranean Conference on Medical and Biological Engineering and Computing (MEDICON).
Conference or Workshop Item
Modugno, V. ; Neumann, G. ; Rueckert, E. ; Oriolo, G. ; Peters, J. ; Ivaldi, S. (2016)
Learning soft task priorities for control of redundant robots.
Conference or Workshop Item
Buechler, D. ; Ott, H. ; Peters, J. (2016)
A Lightweight Robotic Arm with Pneumatic Muscles for Robot Learning.
Conference or Workshop Item
Parisi, S. ; Blank, A. ; Viernickel,, T. ; Peters, J. (2016)
Local-utopia Policy Selection for Multi-objective Reinforcement Learning.
Conference or Workshop Item
Weber, P. ; Rückert, E. ; Calandra, R. ; Peters, J. ; Beckerle, Philipp (2016)
A Low-cost Sensor Glove with Vibrotactile Feedback and Multiple Finger Joint and Hand Motion Sensing for Human-Robot Interaction.
IEEE International Symposium on Robot and Human Interactive Communication. Columbia University, New York City, USA (August 26-31, 2016)
Conference or Workshop Item
Calandra, R. ; Peters, J. ; Rasmussen, C. E. ; Deisenroth, M. P. (2016)
Manifold Gaussian Processes for Regression.
Conference or Workshop Item
Ewerton, M. ; Maeda, G. ; Neumann, G. ; Kisner, V. ; Kollegger, G. ; Wiemeyer, J. ; Peters, J. (2016)
Movement Primitives with Multiple Phase Parameters.
Conference or Workshop Item
Fiebig, K.-H. ; Jayaram, V. ; Peters, J. ; Grosse-Wentrup, M. (2016)
Multi-Task Logistic Regression in Brain-Computer Interfaces.
6th Workshop on Brain-Machine Interface Systems. Budapest (October, 8-12, 2016)
Conference or Workshop Item
Peters, J. ; Bagnell, J. A. (2016)
Policy gradient methods.
In: Encyclopedia of Machine Learning, Edition: 2nd. Edition
Book Section
Maeda, G. ; Maloo, A. ; Ewerton, M. ; Lioutikov, R. ; Peters, J. (2016)
Proactive Human-Robot Collaboration with Interaction Primitives.
International Workshop on Human-Friendly Robotics (HFR). Genoa, Italy
Conference or Workshop Item
Manschitz, S. ; Gienger, M. ; Kober, J. ; Peters, J. (2016)
Probabilistic Decomposition of Sequential Force Interaction Tasks into Movement Primitives.
Proceedings of the IEEE/RSJ Conference on Intelligent Robots and Systems (IROS).
Conference or Workshop Item
Vinogradska, J. ; Bischoff, B. ; Nguyen-Tuong, D. ; Romer, A. ; Schmidt, H. ; Peters, J. (2016)
Stability of Controllers for Gaussian Process Forward Models.
Conference or Workshop Item
Hoof, H. van ; Chen, N. ; Karl, M. ; Smagt, P. van der ; Peters, J. (2016)
Stable Reinforcement Learning with Autoencoders for Tactile and Visual Data.
Proceedings of the IEEE/RSJ Conference on Intelligent Robots and Systems (IROS).
Conference or Workshop Item
Yi, Z. ; Zhang, Y. ; Peters, J. (2016)
Surface Roughness Discrimination Using Bioinspired Tactile Sensors.
Proceedings of the 16th International Conference on Biomedical Engineering.
Conference or Workshop Item
Hesse, T. ; Faber, N. ; Beckerle, Philipp ; Rinderknecht, Stephan ; Peters, J. (2016)
Towards Universal Human-Machine Interfaces: A real-life Brain-Computer Interface Case Study.
2nd Meeting of the Scientific Network "Users’ Body Experience and Human-Machine Interfaces in (Assistive) Robotics".
Conference or Workshop Item
Gomez-Gonzalez, S. ; Neumann, G. ; Schoelkopf, B. ; Peters, J. (2016)
Using Probabilistic Movement Primitives for Striking Movements.
Conference or Workshop Item
Calandra, R. ; Ivaldi, S. ; Deisenroth, M. ; Peters, J. (2015)
Learning Torque Control in Presence of Contacts using Tactile Sensing from Robot Skin.
Seoul
Conference or Workshop Item
Daniel, C. ; Kroemer, O. ; Viering, M. ; Metz, J. ; Peters, J. (2015)
Active Reward Learning with a Novel Acquisition Function.
In: Autonomous Robots, 39 (3)
Article
Calandra, R. ; Seyfarth, A. ; Peters, J. ; Deisenroth, M. (2015)
Bayesian Optimization for Learning Gaits under Uncertainty.
In: Annals of Mathematics and Artificial Intelligence (AMAI)
Article
Wahrburg, A. ; Zeiss, S. ; Matthias, B. ; Peters, J. ; Ding, H. (2015)
Combined Pose-Wrench and State Machine Representation for Modeling Robotic Assembly Skills.
Conference or Workshop Item
Leischnig, S. ; Luettgen, S. ; Kroemer, O. ; Peters, J. (2015)
A Comparison of Contact Distribution Representations for Learning to Predict Object Interactions.
Proceedings of the International Conference on Humanoid Robots (HUMANOIDS).
Conference or Workshop Item
Hoelscher, J. ; Peters, J. ; Hermans, T. (2015)
Evaluation of Interactive Object Recognition with Tactile Sensing.
International Conference on Humanoid Robots (HUMANOIDS). Seoul (3.-5.11.2015)
Conference or Workshop Item
Rueckert, E. ; Mundo, J. ; Paraschos, A. ; Peters, J. ; Neumann, G. (2015)
Extracting Low-Dimensional Control Variables for Movement Primitives.
Conference or Workshop Item
Fritsche, L. ; Unverzagt, F. ; Peters, J. ; Calandra, R. (2015)
First-Person Tele-Operation of a Humanoid Robot.
Conference or Workshop Item
Calandra, R. ; Ivaldi, S. ; Deisenroth, M. ; Rueckert, E. ; Peters, J. (2015)
Learning Inverse Dynamics Models with Contacts.
Conference or Workshop Item
Ewerton, M. ; Maeda, G. J. ; Peters, J. ; Neumann, G. (2015)
Learning Motor Skills from Partially Observed Movements Executed at Different Speeds.
Conference or Workshop Item
Manschitz, S. ; Kober, J. ; Gienger, M. ; Peters, J. (2015)
Learning Movement Primitive Attractor Goals and Sequential Skills from Kinesthetic Demonstrations.
In: Robotics and Autonomous Systems, 74
Article
Ewerton, M. ; Neumann, G. ; Lioutikov, R. ; Ben Amor, H. ; Peters, J. ; Maeda, G. (2015)
Learning Multiple Collaborative Tasks with a Mixture of Interaction Primitives.
Conference or Workshop Item
Huang, Y. ; Schoelkopf, B. ; Peters, J. (2015)
Learning Optimal Striking Points for A Ping-Pong Playing Robot.
Proceedings of the IEEE/RSJ Conference on Intelligent Robots and Systems (IROS).
Conference or Workshop Item
Hoof, H. van ; Hermans, T. ; Neumann, G. ; Peters, J. (2015)
Learning Robot In-Hand Manipulation with Tactile Features.
International Conference on Humanoid Robots (HUMANOIDS). Seoul (3.-5.11.2015)
Conference or Workshop Item
Hoof, H. van ; Peters, J. ; Neumann, G. (2015)
Learning of Non-Parametric Control Policies with High-Dimensional State Features.
Conference or Workshop Item
Rueckert, E. ; Lioutikov, R. ; Calandra, R. ; Schmidt, M. ; Beckerle, Philipp ; Peters, J. (2015)
Low-cost Sensor Glove with Force Feedback for Learning from Demonstrations using Probabilistic Trajectory Representations.
ICRA 2015 Workshop “Tactile & force sensing for autonomous, compliant, intelligent robots”. Seattle, Washington (May 2015)
Conference or Workshop Item
Abdolmaleki, A. ; Lioutikov, R. ; Peters, J. ; Lau, N. ; Reis, L. ; Neumann, G. (2015)
Model-Based Relative Entropy Stochastic Search.
Advances in Neural Information Processing Systems (NIPS).
Conference or Workshop Item
Paraschos, A. ; Rueckert, E. ; Peters, J. ; Neumann, G. (2015)
Model-Free Probabilistic Movement Primitives for Physical Interaction.
Conference or Workshop Item
Ewerton, M. ; Neumann, G. ; Lioutikov, R. ; Ben Amor, H. ; Peters, J. ; Maeda, G. (2015)
Modeling Spatio-Temporal Variability in Human-Robot Interaction with Probabilistic Movement Primitives.
Other
Koc, O. ; Maeda, G. ; Neumann, G. ; Peters, J. (2015)
Optimizing Robot Striking Movement Primitives with Iterative Learning Control.
5th IEEE-RAS International Conference on Humanoid Robots, Humanoids 2015. Seoul (3.-5.11.2015)
Conference or Workshop Item
Dann, C. ; Neumann, G. ; Peters, J. (2015)
Policy Evaluation with Temporal Differences: A Survey and Comparison.
Conference or Workshop Item
Maeda, G. ; Neumann, G. ; Ewerton, M. ; Lioutikov, R. ; Peters, J. (2015)
A Probabilistic Framework for Semi-Autonomous Robots Based on Interaction Primitives with Phase Estimation.
Conference or Workshop Item
Manschitz, S. ; Kober, J. ; Gienger, M. ; Peters, J. (2015)
Probabilistic Progress Prediction and Sequencing of Concurrent Movement Primitives.
Conference or Workshop Item
Lioutikov, R. ; Neumann, G. ; Maeda, G. J. ; Peters, J. (2015)
Probabilistic Segmentation Applied to an Assembly Task.
Conference or Workshop Item
Parisi, S. ; Abdulsamad, H. ; Paraschos, A. ; Daniel, C. ; Peters, J. (2015)
Reinforcement Learning vs Human Programming in Tetherball Robot Games.
Conference or Workshop Item
Lopes, M. ; Peters, J. ; Piater, J. ; Toussaint, M. ; Baisero, A. ; Busch, B. ; Erkent, O. ; Kroemer, O. ; Lioutikov, R. ; Maeda, G. ; Mollard, Y. ; Munzer, T. ; Shukla, D. (2015)
Semi-Autonomous 3rd-Hand Robot.
Workshop on Cognitive Robotics in Future Manufacturing Scenarios, European Robotics Forum, Vienna, Austria.
Conference or Workshop Item
Veiga, F. F. ; Hoof, H. van ; Peters, J. ; Hermans, T. (2015)
Stabilizing Novel Objects by Learning to Predict Tactile Slip.
Proceedings of the IEEE/RSJ Conference on Intelligent Robots and Systems (IROS).
Conference or Workshop Item
Kroemer, O. ; Daniel, C. ; Neumann, G. ; Hoof, H. van ; Peters, J. (2015)
Towards Learning Hierarchical Skills for Multi-Phase Manipulation Tasks.
Proceedings of the International Conference on Robotics and Automation (ICRA).
Conference or Workshop Item
Neumann, G. ; Daniel, C. ; Paraschos, A. ; Kupcsik, A. ; Peters, J. (2014)
Learning Modular Policies for Robotics.
In: Frontiers in Computational Neuroscience
doi: 10.3389/fncom.2014.00062
Article
Daniel, C. ; Viering, M. ; Metz, J. ; Kroemer, O. ; Peters, J. (2014)
Active Reward Learning.
Proceedings of Robotics: Science & Systems (R:SS).
Conference or Workshop Item
Calandra, R. ; Gopalan, N. ; Seyfarth, A. ; Peters, J. ; Deisenroth, M. P.
ed.: Pardalos, P. M. (2014)
Bayesian Gait Optimization for Bipedal Locomotion.
Gainesville, FL (February 16-21)
Conference or Workshop Item
Hermans, T. ; Veiga, F. ; Hölscher, J. ; Hoof, H. van ; Peters, J. (2014)
Demonstration: Learning for Tactile Manipulation.
Advances in Neural Information Processing Systems (NIPS), Demonstration Track.. Montreal, Canada (8-13 December 2014)
Conference or Workshop Item
Colome, A. ; Neumann, G. ; Peters, J. ; Torras, C. (2014)
Dimensionality Reduction for Probabilistic Movement Primitives.
Proceedings of the International Conference on Humanoid Robots (HUMANOIDS). Madrid (November 18-20th, 2014)
Conference or Workshop Item
Calandra, R. ; Seyfarth, A. ; Peters, J. ; Deisenroth, M. P. (2014)
An Experimental Comparison of Bayesian Optimization for Bipedal Locomotion.
Proceedings of 2014 IEEE International Conference on Robotics and Automation (ICRA).
Conference or Workshop Item
Lioutikov, R. ; Paraschos, A. ; Peters, J. ; Neumann, G. (2014)
Generalizing Movements with Information Theoretic Stochastic Optimal Control.
In: Journal of Aerospace Information Systems, 11 (9)
Article
Brandl, S. ; Kroemer, O. ; Peters, J. (2014)
Generalizing Pouring Actions Between Objects using Warped Parameters.
International Conference on Humanoid Robots (HUMANOIDS). Madrid (November 18-20th, 2014)
Conference or Workshop Item
Bocsi, B. ; Csato, L. ; Peters, J. (2014)
Indirect Robot Model Learning for Tracking Control.
In: Advanced Robotics
Article
Ben Amor, H. ; Neumann, G. ; Kamthe, S. ; Kroemer, O. ; Peters, J. (2014)
Interaction Primitives for Human-Robot Cooperation Tasks.
Proceedings of 2014 IEEE International Conference on Robotics and Automation (ICRA).
Conference or Workshop Item
Luck, K. S. ; Neumann, G. ; Berger, E. ; Peters, J. ; Ben Amor, H. (2014)
Latent Space Policy Search for Robotics.
Proceedings of the IEEE/RSJ Conference on Intelligent Robots and Systems (IROS). Chicago, IL (14-18 September 2014)
Conference or Workshop Item
Maeda, G. J. ; Ewerton, M. ; Lioutikov, R. ; Amor, H. B. ; Peters, J. ; Neumann, G. (2014)
Learning Interaction for Collaborative Tasks with Probabilistic Movement Primitives.
Proceedings of the International Conference on Humanoid Robots (HUMANOIDS). Madrid (November 18-20th, 2014)
Conference or Workshop Item
Lioutikov, R. ; Kroemer, O. ; Peters, J. ; Maeda, G. (2014)
Learning Manipulation by Sequencing Motor Primitives with a Two-Armed Robot.
Proceedings of the 13th International Conference on Intelligent Autonomous Systems (IAS).
Conference or Workshop Item
Chebotar, Y. ; Kroemer, O. ; Peters, J. (2014)
Learning Robot Tactile Sensing for Object Manipulation.
IEEE/RSJ Conference on Intelligent Robots and Systems (IROS). Chicago, IL (September 2014)
Conference or Workshop Item
Muelling, K. ; Boularias, A. ; Schoelkopf, B. ; Peters, J. (2014)
Learning Strategies in Table Tennis using Inverse Reinforcement Learning.
In: Biological Cybernetics, (5)
Article
Kroemer, O. ; Hoof, H. van ; Neumann, G. ; Peters, J. (2014)
Learning to Predict Phases of Manipulation Tasks as Hidden States.
Proceedings of 2014 IEEE International Conference on Robotics and Automation (ICRA).
Conference or Workshop Item
Manschitz, S. ; Kober, J. ; Gienger, M. ; Peters, J. (2014)
Learning to Sequence Movement Primitives from Demonstrations.
IEEE/RSJ Conference on Intelligent Robots and Systems (IROS). Chicago, IL (September 2014)
Conference or Workshop Item
Manschitz, S. ; Kober, J. ; Gienger, M. ; Peters, J. (2014)
Learning to Unscrew a Light Bulb from Demonstrations.
Proceedings of ISR/ROBOTIK 2014. München (2-3 June 2014)
Conference or Workshop Item
Deisenroth, M. P. ; Englert, P. ; Peters, J. ; Fox, D. (2014)
Multi-Task Policy Search for Robotics.
Proceedings of 2014 IEEE International Conference on Robotics and Automation (ICRA). Hong Kong, (May 31 - June 7, 2014)
Conference or Workshop Item
Kamthe, S. ; Peters, J. ; Deisenroth, M. (2014)
Multi-modal filtering for non-linear estimation.
Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP).
Conference or Workshop Item
Wierstra, D. ; Schaul, T. ; Glasmachers, T. ; Sun, Y. ; Peters, J. ; Schmidhuber, J. (2014)
Natural Evolution Strategies.
In: Journal of Machine Learning Research, 15 (March)
Article
Dann, C. ; Neumann, G. ; Peters, J. (2014)
Policy Evaluation with Temporal Differences: A Survey and Comparison.
In: Journal of Machine Learning Research 15 (2014) 809-883, 15 (March)
Article
Bischoff, B. ; Nguyen-Tuong, D. ; Hoof, H. van ; Rasmussen, C. E. ; Knoll, A. ; Peters, J. ; Deisenroth, M. P. (2014)
Policy Search For Learning Robot Control Using Sparse Data.
Proceedings of 2014 IEEE International Conference on Robotics and Automation (ICRA).
Conference or Workshop Item
Gomez, V. ; Kappen, B. ; Peters, J. ; Neumann, G. (2014)
Policy Search for Path Integral Control.
European Conference on Machine Learning (ECML). Nancy (15.-19. September 2014)
Conference or Workshop Item
Meyer, T. ; Peters, J. ; Zander, T. O. ; Schoelkopf, B. ; Grosse-Wentrup, M. (2014)
Predicting Motor Learning Performance from Electroencephalographic Data.
In: Journal of Neuroengineering and Rehabilitation, 11 (1)
Article
Kroemer, O. ; Peters, J. (2014)
Predicting Object Interactions from Contact Distributions.
IEEE/RSJ Conference on Intelligent Robots and Systems (IROS). Chicago, IL (14.-18.09.2014)
Conference or Workshop Item
Hoof, H. van ; Kroemer, O. ; Peters, J. (2014)
Probabilistic Segmentation and Targeted Exploration of Objects in Cluttered Environments.
In: IEEE Transactions on Robotics (TRo)",, (5)
Article
Rueckert, E. ; Mindt, M. ; Peters, J. ; Neumann, G. (2014)
Robust Policy Updates for Stochastic Optimal Control.
International Conference on Humanoid Robots (HUMANOIDS). Madrid (November 18-20th, 2014)
Conference or Workshop Item
Lioutikov, R. ; Paraschos, A. ; Peters, J. ; Neumann, G. (2014)
Sample-Based Information-Theoretic Stochastic Optimal Control.
IEEE International Conference on Robotics and Automation (ICRA). Hong Kong, China (May 31 - June 7, 2014)
Conference or Workshop Item
Ivaldi, S. ; Peters, J. ; Padois, V. ; Nori, F. (2014)
Tools for simulating humanoid robot dynamics: a survey based on user feedback.
Proceedings of the International Conference on Humanoid Robots (HUMANOIDS). Madrid (November 18-20th, 2014)
Conference or Workshop Item
Nori, F. ; Peters, J. ; Padois, V. ; Babic, J. ; Mistry, M. ; Ivaldi, S. (2014)
Whole-body motion in humans and humanoids.
Proceedings of the Workshop on New Research Frontiers for Intelligent Autonomous Systems (NRF-IAS).
Conference or Workshop Item
Bocsi, B. ; Csato, L. ; Peters, J. (2013)
Alignment-based Transfer Learning for Robot Models.
International Joint Conference on Neural Networks (IJCNN). Dallas, Texas, USA (Aug 4, 2013 - Aug 9, 2013)
Conference or Workshop Item
Daniel, C. ; Neumann, G. ; Peters, J. (2013)
Autonomous Reinforcement Learning with Hierarchical REPS.
International Joint Conference on Neural Networks (IJCNN). Dallas, Texas, USA (Aug 4, 2013 - Aug 9, 2013)
Conference or Workshop Item
Kupcsik, A. G. ; Deisenroth, M. P. ; Peters, J. ; Neumann, G. (2013)
Data-Efficient Generalization of Robot Skills with Contextual Policy Search.
Proceedings of the National Conference on Artificial Intelligence (AAAI). Bellevue, Washington, USA (14–18 July 2013)
Conference or Workshop Item
Gopalan, N. ; Deisenroth, M. P. ; Peters, J. (2013)
Feedback Error Learning for Rhythmic Motor Primitives.
IEEE International Conference on Robotics and Automation (ICRA). Karlsruhe (May 6-10, 2013)
Conference or Workshop Item
Neumann, G. ; Kupcsik, A. G. ; Deisenroth, M. P. ; Peters, J. (2013)
Information-Theoretic Motor Skill Learning.
2013 AAAI Workshop. Bellevue, WA, USA
Conference or Workshop Item
Ben Amor, H. ; Vogt, D. ; Ewerton, M. ; Berger, E. ; Jung, B. ; Peters, J. (2013)
Learning Responsive Robot Behavior by Imitation.
Proceedings of the 2013 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).
Conference or Workshop Item
Daniel, C. ; Neumann, G. ; Kroemer, O. ; Peters, J. (2013)
Learning Sequential Motor Tasks.
Proceedings of 2013 IEEE International Conference on Robotics and Automation (ICRA). Karlsruhe (May 6-10, 2013)
Conference or Workshop Item
Peters, J. ; Kober, J. ; Muelling, K. ; Nguyen-Tuong, D. ; Kroemer, O. (2013)
Learning Skills with Motor Primitives.
Proceedings of the 16th Yale Learning Workshop. Yale (2013)
Conference or Workshop Item
Muelling, K. ; Kober, J. ; Kroemer, O. ; Peters, J. (2013)
Learning to Select and Generalize Striking Movements in Robot Table Tennis.
In: International Journal of Robotics Research, (3)
Article
Peters, J. (2013)
Machine Learning for Robotics.
Book
Englert, P. ; Paraschos, A. ; Peters, J. ; Deisenroth, M. P. (2013)
Model-based Imitation Learning by Probabilistic Trajectory Matching.
IEEE International Conference on Robotics and Automation (ICRA). Karlsruhe (May 6-10, 2013)
Conference or Workshop Item
Paraschos, A. ; Neumann, G. ; Peters, J. (2013)
A Probabilistic Approach to Robot Trajectory Generation.
Proceedings of the International Conference on Humanoid Robots (HUMANOIDS).
Conference or Workshop Item
Hoof, H. van ; Kroemer, O. ; Peters, J. (2013)
Probabilistic Interactive Segmentation for Anthropomorphic Robots in Cluttered Environments.
Proceedings of the International Conference on Humanoid Robots (HUMANOIDS).
Conference or Workshop Item
Englert, P. ; Paraschos, A. ; Peters, J. ; Deisenroth, M. P. (2013)
Probabilistic Model-based Imitation Learning.
In: Adaptive Behavior Journal
Article
Wang, Z. ; Muelling, K. ; Deisenroth, M. P. ; Ben Amor, H. ; Vogt, D. ; Schoelkopf, B. ; Peters, J. (2013)
Probabilistic Movement Modeling for Intention Inference in Human-Robot Interaction.
In: International Journal of Robotics Research (IJRR)",, (7)
Article
Paraschos, A. ; Daniel, C. ; Peters, J. ; Neumann, G.
eds.: Burges, C. J. C. ; Bottou, L. ; Welling, M. ; Ghahramani, Z. ; Weinberger, K. Q. (2013)
Probabilistic Movement Primitives.
Advances in Neural Information Processing Systems (NIPS). Lake Tahoe, Nevada, USA (5-10 December 2013)
Conference or Workshop Item
Kober, J. ; Bagnell, D. ; Peters, J. (2013)
Reinforcement Learning in Robotics: A Survey.
In: International Journal of Robotics Research (IJRR)",, (11)
Article
Deisenroth, M. P. ; Neumann, G. ; Peters, J. (2013)
A Survey on Policy Search for Robotics.
In: Foundations and Trends in Robotics, 2 (1-2)
doi: 10.1561/2300000021
Article
Peters, J. ; Kober, J. ; Muelling, K. ; Kroemer, O. ; Neumann, G. (2013)
Towards Robot Skill Learning: From Simple Skills to Table Tennis.
European Conference on Machine Learning (ECML), Nectar Track. Prag (September 23-27, 2013)
Conference or Workshop Item
Kroemer, O. ; Ben Amor, H. ; Ewerton, M. ; Peters, J. (2012)
Point Cloud Completion Using Extrusions.
12th IEEE-RAS International Conference on Humanoid Robots (Humanoids 2012). Osaka, Japan
Conference or Workshop Item
Boularias, A. ; Kroemer, O. ; Peters, J. (2012)
Algorithms for Learning Markov Field Policies.
Advances in Neural Information Processing Systems 26 (NIPS 2012).
Conference or Workshop Item
Meyer, T. ; Peters, J. ; Broetz, D. ; Zander, T. ; Schoelkopf, B. ; Soekadar, S. ; Grosse-Wentrup, M. (2012)
A Brain-Robot Interface for Studying Motor Learning after Stroke.
Proceedings of the International Conference on Robot Systems (IROS). Vilamoura, Algarve [Portugal] (October 7-12, 2012)
Conference or Workshop Item
Ben Amor, H. ; Kroemer, O. ; Hillenbrand, U. ; Neumann, G. ; Peters, J. (2012)
Generalization of Human Grasping for Multi-Fingered Robot Hands.
Proceedings of the International Conference on Robot Systems (IROS).
Conference or Workshop Item
Daniel, C. ; Neumann, G. ; Peters, J. (2012)
Hierarchical Relative Entropy Policy Search.
International Conference on Artificial Intelligence and Statistics (AISTATS 2012). La Palma, Canary Islands (April 21-23, 2012)
Conference or Workshop Item
Meyer, T. ; Peters, J. ; Broetz, D. ; Zander, T. ; Schoelkopf, B. ; Soekadar, S. ; Grosse-Wentrup, M. (2012)
Investigating the Neural Basis for Stroke Rehabilitation by Brain-Computer Interfaces.
International Conference on Neurorehabilitation.
Conference or Workshop Item
Kroemer, O. ; Ugur, E. ; Oztop, E. ; Peters, J. (2012)
A Kernel-based Approach to Direct Action Perception.
Proceedings of the International Conference on Robotics and Automation (ICRA). St. Paul, Minnesota, USA (May 14-18, 2012)
Conference or Workshop Item
Daniel, C. ; Neumann, G. ; Peters, J. (2012)
Learning Concurrent Motor Skills in Versatile Solution Spaces.
Proceedings of the International Conference on Robot Systems (IROS).
Conference or Workshop Item
Bocsi, B. ; Hennig, P. ; Csato, L. ; Peters, J. (2012)
Learning Tracking Control with Forward Models.
Proceedings of the International Conference on Robotics and Automation (ICRA). St. Paul, Minnesota, USA (May 14-18, 2012)
Conference or Workshop Item
Muelling, K. ; Kober, J. ; Kroemer, O. ; Peters, J. (2012)
Learning to Select and Generalize Striking Movements in Robot Table Tennis.
Proceedings of the AAAI 2012 Fall Symposium on Robots that Learn Interactively from Human Teachers.
Conference or Workshop Item
Hoof, H. van ; Kroemer, O. ; Ben Amor, H. ; Peters, J. (2012)
Maximally Informative Interaction Learning for Scene Exploration.
Proceedings of the International Conference on Robot Systems (IROS).
Conference or Workshop Item
Wang, Z. ; Deisenroth, M. ; Ben Amor, H. ; Vogt, D. ; Schoelkopf, B. ; Peters, J. (2012)
Probabilistic Modeling of Human Movements for Intention Inference.
Proceedings of Robotics: Science and Systems (R:SS). University of Sydney, Sydney (July 9-13, 2012)
Conference or Workshop Item
Lampert, C. H. ; Peters, J. (2012)
Real-Time Detection of Colored Objects In Multiple Camera Streams With Off-the-Shelf Hardware Components.
In: Journal of Real-Time Image Processing, (1)
Article
Peters, J. ; Kober, J. ; Muelling, K. ; Nguyen-Tuong, D. ; Kroemer, O. (2012)
Robot Skill Learning.
Proceedings of the European Conference on Artificial Intelligence (ECAI). Montpellier, France (August 27 - 31, 2012)
Conference or Workshop Item
Deisenroth, M. P. ; Peters, J. (2012)
Solving Nonlinear Continuous State-Action-Observation POMDPs for Mechanical Systems with Gaussian Noise.
Proceedings of the European Workshop on Reinforcement Learning (EWRL).
Conference or Workshop Item
Boularias, A. ; Kroemer, O. ; Peters, J. (2012)
Structured Apprenticeship Learning.
Proceedings of the European Conference on Machine Learning (ECML). Bristol, UK (September 24-28, 2012)
Conference or Workshop Item
Deisenroth, M. P. ; Calandra, R. ; Seyfarth, A. ; Peters, J. (2012)
Toward Fast Policy Search for Learning Legged Locomotion.
Proceedings of the International Conference on Robot Systems (IROS). Vilamoura, Algarve, Portugal (October 7-12, 2012)
Conference or Workshop Item
Lampert, C. H. ; Peters, J. (2011)
Real-Time Detection of Colored Objects in Multiple Camera Streams with Off-the-Shelf Hardware Components.
In: Journal of Real-Time Image Processing
Article
Boularias, A. ; Kroemer, O. ; Peters, J. (2011)
Learning Robot Grasping from 3D Images with Markov Random Fields.
IEEE/RSJ International Conference on Intelligent Robot Systems (IROS).
Conference or Workshop Item
Lampariello, R. ; Nguyen-Tuong, D. ; Castellini, C. ; Hirzinger, G. ; Peters, J. (2011)
Energy-optimal robot catching in real-time.
IEEE International Conference on Robotics and Automation (ICRA).
Conference or Workshop Item
Krömer, O. ; Peters, J. (2011)
Active Exploration for Robot Parameter Selection in Episodic Reinforcement Learning.
Proceedings of the 2011 IEEE International Symposium on Approximate Dynamic Programming and Reinforcement Learning (ADPRL).
Conference or Workshop Item
Kroemer, O. ; Peters, J. (2011)
Active Exploration for Robot Parameter Selection in Episodic Reinforcement Learning.
Proceedings of the 2011 IEEE International Symposium on Approximate Dynamic Programming and Reinforcement Learning (ADPRL).
doi: 10.1109/ADPRL.2011.5967378
Conference or Workshop Item
Wang, Z. ; Boularias, A. ; Mülling, K. ; Peters, J. (2011)
Balancing Safety and Exploitability in Opponent Modeling.
Proceedings of the Twenty-Fourth National Conference on Artificial Intelligence (AAAI).
Conference or Workshop Item
Wang, Z. ; Boularias, A. ; Muelling, K. ; Peters, J. (2011)
Balancing Safety and Exploitability in Opponent Modeling.
Twenty-Fifth National Conference on Artificial Intelligence (AAAI). San Francisco, California (August 7–11, 2011)
Conference or Workshop Item
Mülling, K. ; Kober, J. ; Peters, J. (2011)
A Biomimetic Approach to Robot Table Tennis.
In: Adaptive Behavior, 19(5), pp.359-376
Article
Gomez-Rodriguez, M. ; Peters, J. ; Hill, J. ; Schoelkopf, B. ; Gharabaghi, A. ; Grosse-Wentrup, M. (2011)
Closing the Sensorimotor Loop: Haptic Feedback Helps Decoding of Motor Imagery.
In: Journal of Neural Engineering, 8 (3)
doi: 10.1088/1741-2560/8/3/036005
Article
Lampariello, R. ; Nguyen-Tuong, D. ; Castellini, C. ; Hirzinger, G. ; Peters, J. (2011)
Energy-optimal collision-free catching of flying targets with nonlinear optimization and learning.
Proceedings of the IEEE International Conference on Robotics and Automation (ICRA).
Conference or Workshop Item
Kroemer, O. ; Peters, J. (2011)
A Flexible Hybrid Framework for Modeling Complex Manipulation Tasks.
Proceedings of the IEEE International Conference on Robotics and Automation (ICRA).
Conference or Workshop Item
Kroemer, O. ; Peters, J. (2011)
A Flexible Hybrid Framework for Modeling Complex Manipulation Tasks.
Proceedings of the IEEE International Conference on Robotics and Automation (ICRA). Shanghai (13.-19. Mai 2011)
Conference or Workshop Item
Nguyen-Tuong, D. ; Peters, J. (2011)
Incremental Sparsication for Real-time Online Model Learning.
In: Neurocomputing, 74(11), pp.1859-1867
Article
Nguyen-Tuong, D. ; Peters, J. (2011)
Incremental Sparsification for Real-time Online Model Learning.
In: Neurocomputing, (11)
Article
Wang, Z. ; Lampert, C. H. ; Muelling, K. ; Schoelkopf, B. ; Peters, J. (2011)
Learning Anticipation Policies for Robot Table Tennis.
IEEE/RSJ International Conference on Intelligent Robot Systems (IROS). San Francisco, California (September 25-30, 2011)
Conference or Workshop Item
Krömer, O. ; Lampert, C. H. ; Peters, J. (2011)
Learning Dynamic Tactile Sensing with Robust Vision-based Training.
In: IEEE Transaction on Robotics, (27(3))
Article
Kober, J. ; Peters, J. (2011)
Learning Elementary Movements Jointly with a Higher Level Task.
IEEE/RSJ International Conference on Intelligent Robot Systems (IROS).
Conference or Workshop Item
Kober, J. ; Peters, J. (2011)
Learning Elementary Movements Jointly with a Higher Level Task.
IEEE/RSJ International Conference on Intelligent Robot Systems (IROS). San Francisco, California (September 25-30, 2011)
Conference or Workshop Item
Detry, R. ; Kraft, D. ; Krömer, O. ; Bodenhagen, L. ; Peters, J. ; Krüger, N. ; Piater, J. (2011)
Learning Grasp Affordance Densities.
In: Paladyn Journal of Behavioral Robotics, (2(1))
Article
Detry, R. ; Kraft, D. ; Kroemer, O. ; Peters, J. ; Krueger, N. ; Piater, J. (2011)
Learning Grasp Affordance Densities.
(1)
Article
Bocsi, B. ; Nguyen-Tuong, D. ; Csato, L. ; Schoelkopf, B. ; Peters, J. (2011)
Learning Inverse Kinematics with Structured Prediction.
IEEE/RSJ International Conference on Intelligent Robot Systems (IROS). San Francisco, California (September 25-30, 2011)
Conference or Workshop Item
Boularias, A. ; Kroemer, O. ; Peters, J. (2011)
Learning Robot Grasping from 3-D Images with Markov Random Fields.
IEEE/RSJ International Conference on Intelligent Robot Systems (IROS).
Conference or Workshop Item
Nguyen-Tuong, D. ; Peters, J. (2011)
Learning Task-Space Tracking Control with Kernels.
IEEE/RSJ International Conference on Intelligent Robot Systems (IROS).
Conference or Workshop Item
Nguyen-Tuong, D. ; Peters, J. (2011)
Learning Task-Space Tracking Control with Kernels.
IEEE/RSJ International Conference on Intelligent Robot Systems (IROS). San Francisco, California (September 25-30, 2011)
Conference or Workshop Item
Piater, J. ; Jodogne, S. ; Detry, R. ; Kraft, D. ; Krüger, N. ; Krömer, O. ; Peters, J. (2011)
Learning Visual Representations for Perception-Action Systems.
In: International Journal of Robotics Research, (30(3))
Article
Nguyen-Tuong, D. ; Peters, J. (2011)
Model Learning in Robotics: a Survey.
In: Cognitive Processing, (12(4))
Article
Nguyen-Tuong, D. ; Peters, J. (2011)
Model Learning in Robotics: a Survey.
In: Cognitive Processing, 12 (4)
doi: 10.1007/s10339-011-0404-1
Article
Boularias, A. ; Kober, J. ; Peters, J. (2011)
Model-free Inverse Reinforcement Learning.
Proceedings of the International Conference on Artificial Intelligence and Statistics (AIStats).
Conference or Workshop Item
Wang, Z. ; Boularias, A. ; Mülling, K. ; Peters, J. (2011)
Modeling Opponent Actions for Table-Tennis Playing Robot.
AAAI-11 Student Abstract and Poster Program.
Conference or Workshop Item
Chiappa, S. ; Peters, J. (2011)
Movement extraction by detecting dynamics switches and repetitions.
Advances in Neural Information Processing Systems 24 (NIPS 2010), Cambridge, MA: MIT Press.
Conference or Workshop Item
Krömer, O. ; Peters, J. (2011)
A Non-Parametric Approach to Dynamic Programming.
Advances in Neural Information Processing Systems 25 (NIPS 2011), Cambridge, MA: MIT Press.
Conference or Workshop Item
Kroemer, O. ; Peters, J. (2011)
A Non-Parametric Approach to Dynamic Programming.
Neural Information Processing Systems 25 (NIPS 2011). Granada, Spain. 2011 (12-14 December 2011)
Conference or Workshop Item
Kober, J. ; Peters, J. (2011)
Policy Search for Motor Primitives in Robotics.
In: Machine Learning, (84(1))
Article
Kober, J. ; Peters, J. (2011)
Policy Search for Motor Primitives in Robotics.
Neural Information Processing Systems 2008. (2008)
Conference or Workshop Item
Kober, J. ; Oztop, E. ; Peters, J. (2011)
Reinforcement Learning to adjust Robot Movements to New Situations.
Proceedings of the International Joint Conference on Artificial Intelligence.
Conference or Workshop Item
Kober, J. ; Oztop, E. ; Peters, J. (2011)
Reinforcement Learning to adjust Robot Movements to New Situations.
Twenty-Second International Joint Conference on Artificial Intelligence (IJCAI11). Barcelona, Catalonia, Spain (July 16–22, 2011)
Conference or Workshop Item
Boularias, A. ; Kober, J. ; Peters, J. (2011)
Relative Entropy Inverse Reinforcement Learning.
Proceedings of Fourteenth International Conference on Artificial Intelligence and Statistics (AISTATS 2011). Fort Lauderdale, FL, USA (April 11-13, 2011)
Conference or Workshop Item
Hachiya, H. ; Peters, J. ; Sugiyama, M. (2011)
Reward Weighted Regression with Sample Reuse.
In: Neural Computation, (23(11))
Article
Hachiya, H. ; Peters, J. ; Sugiyama, M. (2011)
Reward Weighted Regression with Sample Reuse for Direct Policy Search in Reinforcement Learning.
In: Neural Computation, 23 (11)
Article
Alvaro, M. ; Peters, J. ; Schölkopf, B. ; Lawrence, N. (2011)
Switched Latent Force Models for Movement Segmentation.
Advances in Neural Information Processing Systems 24 (NIPS 2010), Cambridge, MA: MIT Press.
Conference or Workshop Item
Gomez-Rodriguez, M. ; Grosse-Wentrup, M. ; Hill, J. ; Schölkopf, B. ; Gharabaghi, A. ; Peters, J. (2011)
Towards Brain-Robot Interfaces for Stroke Rehabilitation.
Proceedings of the International Conference on Rehabilitation Robotics (ICORR).
Conference or Workshop Item
Gomez-Rodriguez, M. ; Grosse-Wentrup, M. ; Hill, J. ; Schoelkopf, B. ; Gharabaghi, A. ; Peters, J. (2011)
Towards Brain-Robot Interfaces for Stroke Rehabilitation.
Proceedings of the International Conference on Rehabilitation Robotics (ICORR). San Francisco, California (September 25-30, 2011)
Conference or Workshop Item
Krömer, O. ; Detry, R. ; Piater, J. ; Peters, J. (2010)
Adapting Preshaped Grasping Movements using Vision Descriptors.
From Animals to Animats 11 � International Conference on the Simulation of Adaptive Behavior (SAB).
Conference or Workshop Item
Kroemer, O. ; Detry, R. ; Piater, J. ; Peters, J. (2010)
Adapting Preshaped Grasping Movements using Vision Descriptors.
From Animals to Animats 11, International Conference on the Simulation of Adaptive Behavior (SAB).
Conference or Workshop Item
Peters, J. ; Kober, J. ; Schaal, S. (2010)
Algorithmen zum Automatischen Erlernen von Motorfähigkeiten, 58(12), pp. 688â��694.
In: at -Automatisierungstechnik
Article
Gomez Rodriguez, M. ; Peters, J. ; Hill, J. ; Gharabaghi, A. ; Schölkopf, B. ; Grosse-Wentrup, M. (2010)
BCI and robotics framework for stroke rehabilitation.
Proceedings of the 4th International BCI Meeting, May 31-June 4, 2010. Asilomar, CA, USA.
Conference or Workshop Item
Mülling, K. ; Kober, J. ; Peters, J. (2010)
A Biomimetic Approach to Robot Table Tennis.
Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).
Conference or Workshop Item
Gomez-Rodriguez, M. ; Peters, J. ; Hill, J. ; Schoelkopf, B. ; Gharabaghi, A. ; Grosse-Wentrup, M. (2010)
Closing the Sensorimotor Loop: Haptic Feedback Facilitates Decoding of Arm Movement Imagery.
IEEE International Conference on Systems, Man, and Cybernetics (Workshop on Brain-Machine Interfaces). Istanbul, Turkey (10-13 Oct. 2010)
doi: 10.1109/ICSMC.2010.5642217
Conference or Workshop Item
Krömer, O. ; Detry, R. ; Piater, J. ; Peters, J. (2010)
Combining Active Learning and Reactive Control for Robot Grasping.
In: Robotics and Autonomous Systems, 58 (9)
doi: 10.1016/j.robot.2010.06.001
Article
Gomez Rodriguez, M. ; Peters, J. ; Hill, J. ; Gharabaghi, A. ; Schölkopf, B. ; Grosse-Wentrup, M. (2010)
Combining Real-Time Brain-Computer Interfacing and Robot Control for Stroke Rehabilitation.
Proceedings of the Brain-Computer Interface Workshop at SIMPAR 2010, Nov. 15, 2010. Darmstadt, Germany.
Conference or Workshop Item
Morimura, T. ; Uchibe, E. ; Yoshimoto, J. ; Peters, J. ; Doya, K. (2010)
Derivatives of Logarithmic Stationary Distributions for Policy Gradient Reinforcement Learning.
In: Neural Computation, 22(2), pp.342-376
Article
Gomez-Rodriguez, M. ; Grosse-Wentrup, M. ; Peters, J. ; Naros, G. ; Hill, J. ; Gharabaghi, A. ; Schölkopf, B. (2010)
Epidural ECoG Online Decoding of Arm Movement Intention in Hemiparesis.
1st ICPR Workshop on Brain Decoding: Pattern Recognition Challenges in Neuroimaging.
Conference or Workshop Item
Gomez-Rodriguez, M. ; Grosse-Wentrup, M. ; Peters, J. ; Naros, G. ; Hill, J. ; Gharabaghi, A. ; Schoelkopf, B. (2010)
Epidural ECoG Online Decoding of Arm Movement Intention in Hemiparesis.
1st ICPR Workshop on Brain Decoding: Pattern Recognition Challenges in Neuroimaging. Istanbul, Turkey (22-22 Aug. 2010)
doi: 10.1109/WBD.2010.17
Conference or Workshop Item
Peters, J. ; Mülling, K. ; Kober, J. (2010)
Experiments with Motor Primitives to learn Table Tennis.
International Symposium on Experimental Robotics (ISER).
Conference or Workshop Item
Sigaud, O. ; Peters, J. (2010)
From Motor Learning to Interaction Learning in Robots.
Book
Sigaud, O. ; Peters, J. (2010)
From Motor Learning to Interaction Learning in Robots.
Book
Krömer, O. ; Detry, R. ; Piater, J. ; Peters, J. (2010)
Generalizing Demonstrated Actions in Manipulation Tasks.
Proceedings of IROS 2010 Workshop on Grasp Planning and Task Learning by Imitation, October 18, 2010, Taipeh, Taiwan.
Conference or Workshop Item
Krömer, O. ; Detry, R. ; Piater, J. ; Peters, J. (2010)
Grasping with Vision Descriptors and Motor Primitives.
Proceedings of the International Conference on Informatics in Control, Automation and Robotics (ICINCO).
Conference or Workshop Item
Kober, J. ; Peters, J. (2010)
Imitation and Reinforcement Learning - Practical Algorithms for Motor Primitive Learning in Robotics.
In: IEEE Robotics & Automation Magazine, 17 (2)
Article
Kober, J. ; Peters, J. (2010)
Imitation and Reinforcement Learning � Practical Algorithms for Motor Primitive Learning in Robotics.
In: IEEE Robotics and Automation Magazine, 17(2), pp. 55-62
Article
Nguyen-Tuong, D. ; Peters, J. (2010)
Incremental Sparsification for Real-time Online Model Learning.
Proceedings of Thirteenth International Conference on Artificial Intelligence and Statistics (AIStats).
Conference or Workshop Item
Nguyen-Tuong, D. ; Peters, J. (2010)
Incremental Sparsification for Real-time Online Model Learning.
Proceedings of Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS 2010).
Conference or Workshop Item
Detry, R. ; Baseski, E. ; Popovic, M. ; Touati, Y. ; Krüger, N. ; Krömer, O. ; Peters, J. ; Piater, J. (2010)
Learning Continuous Grasp Affordances by Sensorimotor Exploration.
From Motor Learning to Interaction Learning in Robots, Springer Verlag, 264.
Conference or Workshop Item
Detry, R. ; Baseski, E. ; Popovic, M. ; Touati, Y. ; Krüger, N. ; Kroemer, O. ; Peters, J. ; Piater, J. (2010)
Learning Continuous Grasp Affordances by Sensorimotor Exploration.
In: From Motor Learning to Interaction Learning in Robots
Book Section
Erkan, O. ; Detry, R. ; Altun, Y. ; Piater, J. ; Peters, J. (2010)
Learning Probabilistic Discriminative Models of Grasp Affordances under Limited Supervision.
Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).
Conference or Workshop Item
Mülling, K. ; Kober, J. ; Peters, J. (2010)
Learning Table Tennis with a Mixture of Motor Primitives.
2010 IEEE-RAS International Conference on Humanoid Robots, December 6-8, 2010, Nashville, TN, USA.
Conference or Workshop Item
Kober, J. ; Mülling, K. ; Krömer, O. ; Lampert, C. H. ; Schölkopf, B. ; Peters, J. (2010)
Movement Templates for Learning of Hitting and Batting.
IEEE International Conference on Robotics and Automation (ICRA).
Conference or Workshop Item
Kober, J. ; Muelling, K. ; Kroemer, O. ; Lampert, C. H. ; Schoelkopf, B. ; Peters, J. (2010)
Movement Templates for Learning of Hitting and Batting.
IEEE International Conference on Robotics and Automation (ICRA). Anchorage, AK, USA (May 2010)
doi: 10.1109/ROBOT.2010.5509672
Conference or Workshop Item
Sehnke, F. ; Osendorfer, C. ; Rückstiess, T. ; Graves, A. ; Peters, J. ; Schmidhuber, J. (2010)
Parameter-exploring Policy Gradients.
In: Neural Networks, (23(4))
Article
Peters, J. (2010)
Policy Gradient Methods.
In: Scholarpedia, 5(11):2698
Article
Peters, J. ; Bagnell, J. A. (2010)
Policy gradient methods.
Encyclopedia of Machine Learning.
Conference or Workshop Item
Wierstra, D. ; Förster, A. ; Peters, J. ; Schmidhuber, J. (2010)
Recurrent Policy Gradients.
In: Logic Journal of the IGPL, (18(5))
Article
Wierstra, D. ; Foerster, A. ; Peters, J. ; Schmidhuber, J. (2010)
Recurrent Policy Gradients.
In: Logic Journal of IGPL Advance Access, 18
doi: 10.1093/jigpal/jzp049
Article
Peters, J. ; Mülling, K. ; Altun, Y. (2010)
Reinforcement Learning by Relative Entropy Policy Search.
Proceedings of 30th International Workshop on Bayesian Inference and Maximum Entropy, July 5 -July 9, 2010. Charmonoix, France.
Conference or Workshop Item
Kober, J. ; Oztop, E. ; Peters, J. (2010)
Reinforcement Learning to adjust Robot Movements to New Situations.
Robotics: Science and Systems (R:SS).
Conference or Workshop Item
Kober, J. ; Oztop, E. ; Peters, J. (2010)
Reinforcement Learning to adjust Robot Movements to New Situations.
Robotics: Science and Systems (R:SS). Zaragoza, SpainJune27-30, 2010 (June 27-30, 2010)
Conference or Workshop Item
Peters, J. ; Mülling, K. ; Altun, Y. (2010)
Relative Entropy Policy Search.
Proceedings of the Twenty-Fourth National Conference on Artificial Intelligence (AAAI).
Conference or Workshop Item
Peters, J. ; Muelling, K. ; Altun, Y. (2010)
Relative Entropy Policy Search.
Symposium on Educational Advances in AI; Proceedings of the twenty-fourth AAAI Conference on Artificial Intelligence and the Twenty-second Innovative Applications of Artificial Intelligence Conference. Atlanta, GA, USA
Conference or Workshop Item
Peters, J. ; Kober, J. ; Mülling, K. ; Nguyen-Tuong, D. ; Krömer, O. (2010)
Robot Motor Skill Learning.
Proceedings of the 3rd Workshop for Young Researchers on Human-Friendly Robotics.
Conference or Workshop Item
Mülling, K. ; Kober, J. ; Peters, J. (2010)
Simulating Human Table Tennis with a Biomimetic Robot Setup.
From Animals to Animats 11 � International Conference on the Simulation of Adaptive Behavior (SAB).
Conference or Workshop Item
Nguyen-Tuong, D. ; Peters, J. (2010)
Using Model Knowledge for Learning Inverse Dynamics.
IEEE International Conference on Robotics and Automation (ICRA).
Conference or Workshop Item
Nguyen-Tuong, D. ; Peters, J. (2010)
Using Model Knowledge for Learning Inverse Dynamics.
IEEE International Conference on Robotics and Automation. Anchorage, AK, USA (May 2010)
Conference or Workshop Item
Krömer, Detry ; Peters, J. (2009)
Active Learning Using Mean Shift Optimization for Robot Grasping.
Proceedings of the 2009 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).
Conference or Workshop Item
Kroemer, O. ; Detry, R. ; Piater, J. ; Peters, J. (2009)
Active Learning Using Mean Shift Optimization for Robot Grasping.
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2009). St. Louis, USA (10-15 Oct. 2009)
Conference or Workshop Item
Lampert, C. H. ; Peters, J. (2009)
Active Structured Learning for High-Speed Object Detection.
Proceedings of the DAGM (Pattern Recognition).
Conference or Workshop Item
Lampert, C. H. ; Peters, J. (2009)
Active Structured Learning for High-Speed Object Detection.
Proceedings of the DAGM (Pattern Recognition).
doi: 10.1007/978-3-642-03798-6_23
Conference or Workshop Item
Hachiya, H. ; Akiyama, T. ; Sugiyama, M. ; Peters, J. (2009)
Adaptive Importance Sampling for Value Function Approximation in On-policy Reinforcement Learning.
In: Neural Networks, 22(10), pp.1399-1410
Article
Hachiya, H. ; Peters, J. ; Sugiyama, M. (2009)
Adaptive Importance Sampling with Automatic Model Selection in Reward Weighted Regression.
Proceedings of the Workshop of Technical Committee on Neurocomputing.
Conference or Workshop Item
Hachiya, H. ; Akiyama, T. ; Sugiyama, M. ; Peters, J. (2009)
Efficient Data Reuse in Value Function Approximation.
Proceedings of the 2009 IEEE International Symposium on Approximate Dynamic Programming and Reinforcement Learning.
Conference or Workshop Item
Hachiya, H. ; Peters, J. ; Sugiyama, M. (2009)
Efficient Sample Reuse in EM-based Policy Search.
Proceedings of the 16th European Conference on Machine Learning (ECML).
Conference or Workshop Item
Hoffman, M. ; Freitas, N. de ; Doucet, A. ; Peters, J. (2009)
An Expectation Maximization Algorithm for Continuous Markov Decision Processes with Arbitrary Reward.
Proceedings of the Twelfth International Conference on Artificial Intelligence and Statistics (AIStats).
Conference or Workshop Item
Neumann, G. ; Peters, J. (2009)
Fitted Q-iteration by Advantage Weighted Regression.
Advances in Neural Information Processing Systems 22 (NIPS 2008), Cambridge, MA: MIT Press.
Conference or Workshop Item
Deisenroth, M. P. ; Rasmussen, C. E. ; Peters, J. (2009)
Gaussian Process Dynamic Programming.
In: Neurocomputing, (72(7-9))
Article
Peters, J. ; Ng, A. Y. (2009)
Guest Editorial: Special Issue on Robot Learning, Part A.
In: Autonomous Robots, 27(1)
Article
Peters, J. ; Ng, A. (2009)
Guest Editorial: Special Issue on Robot Learning, Part A.
In: Autonomous Robots, 27 (1)
Article
Peters, J. ; Ng, A. Y. (2009)
Guest Editorial: Special Issue on Robot Learning, Part B.
In: Autonomous Robots, 27(2)
Article
Lampert, C. H. ; Peters, J. (2009)
A High-Speed Object Tracker from Off-the-Shelf Components.
First IEEE Workshop on Computer Vision for Humanoid Robots in Real Environments at ICCV 2009.
Conference or Workshop Item
Kober, J. ; Peters, J. (2009)
Learning Motor Primitives for Robotics.
Proceedings of the IEEE International Conference on Robotics and Automation (ICRA).
Conference or Workshop Item
Kober, J. ; Peters, J. (2009)
Learning Motor Primitives for Robotics.
Proceedings of the IEEE International Conference on Robotics and Automation (ICRA). Kobe, Japan (May 12-17, 2009)
Conference or Workshop Item
Detry, E. ; Popovic, M. ; Touati, Y. ; Krüger, O. ; Peters, J. ; Piater, J. (2009)
Learning Object-specific Grasp Affordance Densities.
Proceedings of the International Conference on Development & Learning (ICDL).
Conference or Workshop Item
Detry, R. ; Baseski, E. ; Popovic, M. ; Touati, Y. ; Krueger, N. ; Kroemer, O. ; Peters, J. ; Piater, J. (2009)
Learning Object-specific Grasp Affordance Densities.
International Conference on Development & Learning (ICDL 2009). Shanghai, China (5-7 June 2009)
Conference or Workshop Item
Piater, J. ; Jodogne, S. ; Detry, R. ; Kraft, D. ; Krüger, N. ; Krömer, O. ; Peters, J. (2009)
Learning Visual Representations for Interactive Systems.
Proceedings of the International Symposium on Robotics Research (ISRR).
Conference or Workshop Item
Piater, J. ; Jodogne, S. ; Detry, R. ; Kraft, D. ; Krueger, N. ; Kroemer, O. ; Peters, J. (2009)
Learning Visual Representations for Interactive Systems.
International Symposium on Robotics Research (ISRR), Invited Paper. Lucerne, Switzerland (August 31 - September 3, 2009)
Conference or Workshop Item
Kober, J. ; Peters, J. (2009)
Learning new basic Movements for Robotics.
Proceedings of Autonome Mobile Systeme (AMS 2009).
Conference or Workshop Item
Nguyen-Tuong, D. ; Seeger, M. ; Peters, J. (2009)
Local Gaussian Process Regression for Real Time Online Model Learning and Control.
Advances in Neural Information Processing Systems 22 (NIPS 2008), Cambridge, MA: MIT Press.
Conference or Workshop Item
Nguyen-Tuong, D. ; Seeger, M. ; Peters, J. (2009)
Model Learning with Local Gaussian Process Regression.
In: Advanced Robotics, 23 (15)
Article
Kober, J. ; Peters, J. (2009)
Policy Search for Motor Primitives.
In: Künstliche Intelligenz, Projektbericht, 3/09
Article
Kober, J. ; Peters, J. (2009)
Policy Search for Motor Primitives in Robotics.
Advances in Neural Information Processing Systems 22 (NIPS 2008), Cambridge, MA: MIT Press.
Conference or Workshop Item
Peters, J. ; Kober, J. ; Mülling, K. ; Nguyen-Tuong, D. ; Krömer, O. (2009)
Towards Motor Skill Learning for Robotics.
Proceedings of the International Symposium on Robotics Research (ISRR).
Conference or Workshop Item
Chiappa, S. ; Kober, J. ; Peters, J. (2009)
Using Bayesian Dynamical Systems for Motion Template Libraries.
Advances in Neural Information Processing Systems 22 (NIPS 2008), Cambridge, MA: MIT Press.
Conference or Workshop Item
Peters, J. ; Kober, J. (2009)
Using Reward-Weighted Imitation for Robot Reinforcement Learning.
Proceedings of the 2009 IEEE International Symposium on Approximate Dynamic Programming and Reinforcement Learning.
Conference or Workshop Item
Mülling, K. ; Peters, J. (2009)
A computational model of human table tennis for robot application.
Proceedings of Autonome Mobile Systeme (AMS).
Conference or Workshop Item
Muelling, K. ; Peters, J. (2009)
A computational model of human table tennis for robot application.
Autonome Mobile Systeme 2009 (AMS 2009). Karlsruhe (3.-4. Dezember 2009)
Conference or Workshop Item
Nguyen-Tuong, D. ; Peters, J. (2008)
Local Gaussian Processes Regression for Real-time Model-based Robot Control.
International Conference on Intelligent Robot Systems (IROS). Nice, France (September 22-26, 2008)
Conference or Workshop Item
Wierstra, D. ; Schaul, T. ; Peters, J. ; Schmidhuber, J. (2008)
Natural Evolution Strategies.
2008 IEEE Congress on Evolutionary Computation. Hong Kong, China (1-6 June 2008)
Conference or Workshop Item
Peters, J. ; Nguyen-Tuong, D. (2008)
Real-Time Learning of Resolved Velocity Control on a Mitsubishi PA-10.
International Conference on Robotics and Automation (ICRA). Pasadena, California, USA (May 19 - 23, 2008)
Conference or Workshop Item
Nguyen-Tuong, D. ; Peters, J. ; Seeger, M. ; Schoelkopf, B. (2008)
Learning Inverse Dynamics: a Comparison.
European Symposium on Artificial Neural Networks (ESANN 2008). Bruges, Belgium (April 23-25, 2008)
Conference or Workshop Item
Hachiya, H. ; Akiyama, T. ; Sugiyama, M. ; Peters, J. (2008)
Adaptive Importance Sampling with Automatic Model Selection in Value Function Approximation.
Proceedings of the Twenty-Third National Conference on Artificial Intelligence (AAAI).
Conference or Workshop Item
Hachiya, H. ; Akiyama, T. ; Sugiyama, M. ; Peters, J. (2008)
Adaptive Importance Sampling with Automatic Model Selection in Value Function Approximation.
Conference on Artificial Intelligence (AAAI 2008). Chicago, Illinois (July 13–17, 2008)
Conference or Workshop Item
Deisenroth, M. ; Peters, J. ; Rasmussen, C. (2008)
Approximate Dynamic Programming with Gaussian Processes.
American Control Conference (ACC).
Conference or Workshop Item
Deisenroth, M. P. ; Peters, J. ; Rasmussen, C. E. (2008)
Approximate Dynamic Programming with Gaussian Processes.
American Control Conference. Seattle, Washington (Friday, June 11-13, 2008)
Conference or Workshop Item
Nguyen-Tuong, D. ; Seeger, M. ; Peters, J. (2008)
Computed Torque Control with Nonparametric Regression Techniques.
American Control Conference (ACC).
Conference or Workshop Item
Nguyen-Tuong, D. ; Peters, J. ; Seeger, M. ; Schoelkopf, B. (2008)
Computed Torque Control with Nonparametric Regressions Techniques.
American Control Conference. Seattle, Washington (June 11-13, 2008)
Conference or Workshop Item
Wierstra, D. ; Schaul, T. ; Peters, J. ; Schmidhuber, J. (2008)
Episodic Reinforcement Learning by Logistic Reward-Weighted Regression.
Proceedings of the International Conference on Artificial Neural Networks (ICANN).
Conference or Workshop Item
Wierstra, D. ; Schaul, T. ; Peters, J. ; Schmidhuber, J. (2008)
Episodic Reinforcement Learning by Logistic Reward-Weighted Regression.
Proceedings of the International Conference on Artificial Neural Networks (ICANN). Prague, Czech Republic (September 3-6, 2008)
doi: 10.1007/978-3-540-87536-9_42
Conference or Workshop Item
Wierstra, D. ; Schaul, T. ; Peters, J. ; Schmidthuber, J. (2008)
Fitness Expectation Maximization.
Proceedings of the International Conference on Parallel Problem Solving from Nature (PPSN).
Conference or Workshop Item
Wierstra, D. ; Schaul, T. ; Peters, J. ; Schmidthuber, J. (2008)
Fitness Expectation Maximization.
10th International Conference on Parallel Problem Solving from Nature (PPSN 2008). Dortmund, Germany (13.-17. September 2008)
doi: 10.1007/978-3-540-87700-4
Conference or Workshop Item
Nguyen-Tuong, D. ; Peters, J. ; Seeger, M. ; Schölkopf, B. (2008)
Learning Inverse Dynamics: a Comparison.
Proceedings of the European Symposium on Artificial Neural Networks (ESANN).
Conference or Workshop Item
Kober, J. ; Mohler, B. ; Peters, J. (2008)
Learning Perceptual Coupling for Motor Primitives.
International Conference on Intelligent Robot Systems (IROS).
Conference or Workshop Item
Nguyen-Tuong, D. ; Peters, J. (2008)
Learning Robot Dynamics for Computed Torque Control using Local Gaussian Processes Regression.
Proceedings of the ECSIS Symposium on Learning and Adaptive Behavior in Robotic Systems (LAB-RS).
Conference or Workshop Item
Nguyen-Tuong, D. ; Peters, J. (2008)
Learning Robot Dynamics for Computed Torque Control using Local Gaussian Processes Regression.
Proceedings of the ECSIS Symposium on Learning and Adaptive Behavior in Robotic Systems, LAB-RS 2008. Edinburgh, UK (6.-8. August 2008)
doi: 10.1109/LAB-RS.2008.16
Conference or Workshop Item
Peters, J. ; Schaal, S. (2008)
Learning to Control in Operational Space.
In: International Journal of Robotics Research, 27, pp.197-212
Article
Peters, J. ; Schaal, S. (2008)
Learning to control in operational space.
In: The International Journal of Robotics Research, 27 (2)
doi: 10.1177/0278364907087548
Article
Nguyen-Tuong, D. ; Peters, J. (2008)
Local Gaussian Processes Regression for Real-time Model-based Robot Control.
International Conference on Intelligent Robot Systems(IROS).
Conference or Workshop Item
Peters, J. (2008)
Machine Learning for Motor Skills in Robotics.
In: Künstliche Intelligenz, (08/4)
Article
Peters, J. (2008)
Machine Learning for Motor Skills in Robotics.
In: KI - Künstliche Intelligenz, 22 (4)
Article
Peters, J. (2008)
Machine Learning for Robotics.
Book
Steinke, F. ; Hein, M. ; Peters, J. ; Schölkopf, B. (2008)
Manifold-valued Thin-Plate Splines with Applications in Computer Graphics.
In: Computer Graphics Forum (Special Issue on Eurographics 2008), (27(2))
Article
Steinke, F. ; Hein, M. ; Peters, J. ; Schoelkopf, B. (2008)
Manifold-valued Thin-Plate Splines with Applications in Computer Graphics.
In: Eurographics, 27 (2)
Article
Deisenroth, M. P. ; Rasmussen, C. E. ; Peters, J. (2008)
Model-Based Reinforcement Learning with Continuous States and Actions.
Proceedings of the European Symposium on Artificial Neural Networks (ESANN).
Conference or Workshop Item
Deisenroth, M. P. ; Rasmussen, C. E. ; Peters, J. (2008)
Model-Based Reinforcement Learning with Continuous States and Actions.
Proceedings of the European Symposium on Artificial Neural Networks (ESANN 2008). Bruges, Belgium (April 23-25, 2008)
Conference or Workshop Item
Wierstra, D. ; Schaul, T. ; Peters, J. ; Schmidhuber, J. (2008)
Natural Evolution Strategies.
2008 IEEE Congress on Evolutionary Computation.
Conference or Workshop Item
Peters, J. ; Schaal, S. (2008)
Natural actor-critic.
In: Neurocomputing, 71 (7-9)
doi: 10.1016/j.neucom.2007.11.026
Article
Nakanishi, J. ; Cory, R. ; Mistry, M. ; Peters, J. ; Schaal, S. (2008)
Operational Space Control: A Theoretical and Emprical Comparison.
In: International Journal of Robotics Research, 27(6), pp.737-757
Article
Nakanishi, J. ; Cory, R. ; Mistry, M. ; Peters, J. ; Schaal, S. (2008)
Operational space control: A theoretical and empirical comparison.
In: The International Journal of Robotics Research, 27 (6)
doi: 10.1177/0278364908091463
Article
Sehnke, F. ; Osendorfer, C. ; Rueckstiess, T. ; Graves, A. ; Peters, J. ; Schmidhuber, J. (2008)
Policy Gradients with Parameter-based Exploration for Control.
Proceedings of the International Conference on Artificial Neural Networks (ICANN). Prague, Czech Republic (3.-6. September 2008)
doi: 10.1007/978-3-540-87536-9_40
Conference or Workshop Item
Peters, J. ; Kober, J. ; Nguyen-Tuong, D. (2008)
Policy Learning - a Unified Perspective with Applications in Robotics.
Proceedings of the European Workshop on Reinforcement Learning (EWRL).
Conference or Workshop Item
Peters, J. ; Kober, J. ; Nguyen-Tuong, D. (2008)
Policy Learning - a unified perspective with applications in robotics.
Proceedings of the European Workshop on Reinforcement Learning (EWRL). Villeneuve d’Ascq, France (June 30-July 3, 2008)
doi: 10.1007/978-3-540-89722-4_17
Conference or Workshop Item
Lesperance, Y. ; Lakemeyer, G. ; Peters, J. ; Pirri, F. (2008)
Proceedings of the 6th International Cognitive Robotics Workshop (CogRob 2008) : July 21-22, 2008.
Book
Peters, J. ; Nguyen-Tuong, D. (2008)
Real-Time Learning of Resolved Velocity Control on a Mitsubishi PA-10.
International Conference on Robotics and Automation (ICRA).
Conference or Workshop Item
Peters, J. ; Schaal, S. (2008)
Reinforcement Learning of Motor Skills with Policy Gradients.
In: Neural Networks, 21(4), pp.682-97
Article
Kober, J. ; Peters, J. (2008)
Reinforcement Learning of Perceptual Coupling for Motor Primitives.
Proceedings of the European Workshop on Reinforcement Learning (EWRL).
Conference or Workshop Item
Kober, J. ; Peters, J. (2008)
Reinforcement Learning of Perceptual Coupling for Motor Primitives.
Proceedings of the European Workshop on Reinforcement Learning (EWRL).
Conference or Workshop Item
Peters, J. ; Schaal, S. (2008)
Reinforcement learning of motor skills with policy gradients.
In: Neural Networks, 21 (4)
doi: 10.1016/j.neunet.2008.02.003
Article
Peters, J. ; Mistry, M. ; Udwadia, F. E. ; Nakanishi, J. ; Schaal, S. (2008)
A Unifying Methodology for Robot Control with Redundant DOFs.
In: Autonomous Robots, 24(1), pp.1-12
Article
Peters, J. ; Mistry, M. ; Udwadia, F. E. ; Nakanishi, J. ; Schaal, S. (2008)
A unifying framework for robot control with redundant DOFs.
In: Autonomous Robots, 24 (1)
doi: 10.1007/s10514-007-9051-x
Article
Peters, J. ; Schaal, S. (2007)
Applying the Episodic Natural Actor-Critic Architecture to Motor Primitive Learning.
Proceedings of the 2007 European Symposium on Artificial Neural Networks (ESANN).
Conference or Workshop Item
Peters, J. ; Schaal, S. (2007)
Applying the episodic natural actor-critic architecture to motor primitive learning.
Proceedings of the 2007 European Symposium on Artificial Neural Networks (ESANN). Bruges, Belgium (April 23-25, 2008)
Conference or Workshop Item
Peters, J. (2007)
Computational Intelligence: Principles, Techniques and Applications.
In: The Computer Journal, Book Review, 50(6), pp.758
Article
Peters, J. (2007)
Computational Intelligence: Principles, Techniques and Applications.
In: The Computer Journal, 50 (6)
doi: 10.1093/comjnl/bxm073
Article
Riedmiller, M. ; Peters, J. ; Schaal, S. (2007)
Evaluation of Policy Gradient Methods and Variants on the Cart- Pole Benchmark.
Proceedings of the 2007 IEEE International Symposium on Approximate Dynamic Programming and Reinforcement Learning.
Conference or Workshop Item
Riedmiller, M. ; Peters, J. ; Schaal, S. (2007)
Evaluation of policy gradient methods and variants on the cart-pole benchmark.
Proceedings of the 2007 IEEE International Symposium on Approximate Dynamic Programming and Reinforcement Learning. Honolulu, HI, USA (1-5 April 2007)
Conference or Workshop Item
Nakanishi, J. ; Mistry, M. ; Peters, J. ; Schaal, S. (2007)
Experimental evaluation of task space position/orientation control towards compliant control for humanoid robots.
IEEE International Conference on Intelligent Robotics Systems (IROS).
Conference or Workshop Item
Nakanishi, J. ; Mistry, M. ; Peters, J. ; Schaal, S. (2007)
Experimental evaluation of task space position/orientation control towards compliant control for humanoid robots.
2007 IEEE/RSJ International Conference on Intelligent Robots and Systems. (29 October-2 November 2007)
Conference or Workshop Item
Peters, J. (2007)
Machine Learning of Motor Skills for Robotics.
Technische Universität Darmstadt
Ph.D. Thesis
Peters, J. (2007)
Machine Learning of Motor Skills for Robotics.
Technische Universität Darmstadt
Ph.D. Thesis
Peters, J. ; Theodorou, E. ; Schaal, S. (2007)
Policy Gradient Methods for Machine Learning.
INFORMS Conference of the Applied Probability Society.
Conference or Workshop Item
Peters, J. ; Schaal, S. (2007)
Policy Learning for Motor Skills.
Proceedings of 14th International Conference on Neural Information Processing (ICONIP). Kitakyushu, Japan (November 13-16, 2007)
Conference or Workshop Item
Peters, J. ; Theodorou, E. ; Schaal, S. (2007)
Policy gradient methods for machine learning.
INFORMS Conference of the Applied Probability Society. Eindhoven, The Netherlands (July 9 - 11, 2007)
Conference or Workshop Item
Peters, J. ; Schaal, S. (2007)
Reinforcement Learning by Reward-Weighted Regression for Operational Space Control.
Proceedings of the International Conference on Machine Learning (ICML).
Conference or Workshop Item
Theodorou, E. ; Peters, J. ; Schaal, S. (2007)
Reinforcement Learning for Optimal Control of Arm Movements.
Abstracts of the 37st Meeting of the Society of Neuroscience. San Diego, CA, USA (November 3-7, 2007)
Conference or Workshop Item
Peters, J. ; Schaal, S. (2007)
Reinforcement learning by reward-weighted regression for operational space control.
Proceedings of the International Conference on Machine Learning (ICML2007). Corvallis, OR, USA (June 20 - 24, 2007)
doi: 10.1145/1273496.1273590
Conference or Workshop Item
Peters, J. ; Schaal, S. (2007)
Reinforcement learning for Operational Space Control.
International Conference on Robotics and Automation (ICRA), pp.2111-22 2116.
Conference or Workshop Item
Peters, J. ; Schaal, S. (2007)
Reinforcement learning for operational space control.
International Conference on Robotics and Automation (ICRA2007). Roma, Italy (10.-14. April 2007)
Conference or Workshop Item
Peters, J. (2007)
Relative Entropy Policy Search.
Conference or Workshop Item
Wierstra, D. ; Förster, A. ; Peters, J. ; Schmidhuber, J. (2007)
Solving Deep Memory POMDPs with Recurrent Policy Gradients.
Proceedings of the International Conference on Artificial Neural Networks (ICANN).
Conference or Workshop Item
Wierstra, D. ; Foerster, A. ; Peters, J. ; Schmidhuber, J. (2007)
Solving Deep Memory POMDPs with Recurrent Policy Gradients.
Proceedings of the International Conference on Artificial Neural Networks (ICANN). Porto, Portugal (September 9-13, 2007)
Conference or Workshop Item
Peters, J. ; Schaal, S. ; Schölkopf, B. (2007)
Towards Machine Learning of Motor Skills.
Proceedings of Autonome Mobile Systeme (AMS).
Conference or Workshop Item
Peters, J. ; Schaal, S. ; Schoelkopf, B. (2007)
Towards Machine Learning of Motor Skills.
Proceedings of Autonome Mobile Systeme (AMS). Kaiserslautern (18.-19. Oktober 2007)
doi: 10.1007/978-3-540-74764-2_22
Conference or Workshop Item
Peters, J. ; Schaal, S. (2007)
Using Reward-Weighted Regression for Reinforcement Learning of Task Space Control.
Proceedings of the 2007 IEEE International Symposium on Approximate Dynamic Programming and Reinforcement Learning.
Conference or Workshop Item
Peters, J. ; Schaal, S. (2007)
Using reward-weighted regression for reinforcement learning of task space control.
Proceedings of the 2007 IEEE International Symposium on Approximate Dynamic Programming and Reinforcement Learning. Honolulu, Hawaii (1.-5. April 2007)
Conference or Workshop Item
Ting, J. ; Mistry, M. ; Nakanishi, J. ; Peters, J. ; Schaal, S. (2006)
A Bayesian Approach to Nonlinear Parameter Identification for Rigid Body Dynamics.
Robotics: Science and Systems (R:SS), Cambridge, MA: MIT Press.
Conference or Workshop Item
Ting, J. ; Mistry, M. ; Nakanishi, J. ; Peters, J. ; Schaal, S. (2006)
A Bayesian approach to nonlinear parameter identification for rigid body dynamics.
Robotics: Science and Systems (RSS 2006). Philadelphia, Pennsylvania, USA (August 16-19, 2006)
Conference or Workshop Item
Peters, J. ; Schaal, S. (2006)
Learning Operational Space Control.
Robotics: Science and Systems (R:SS), Cambridge, MA: MIT Press.
Conference or Workshop Item
Peters, J. ; Schaal, S. (2006)
Learning operational space control.
Robotics: Science and Systems (RSS 2006). Philadelphia, Pennsylvania, USA (August 16-19, 2006)
doi: 10.15607/RSS.2006.II.033
Conference or Workshop Item
Peters, J. ; Schaal, S. (2006)
Policy Gradient Methods for Robotics.
Proceedings of the IEEE International Conference on Intelligent Robotics Systems (IROS).
Conference or Workshop Item
Peters, J. ; Schaal, S. (2006)
Policy gradient methods for robotics.
Proceedings of the IEEE International Conference on Intelligent Robotics Systems (IROS 2006). Beijing, China (October 9-15, 2006)
Conference or Workshop Item
Peters, J. ; Schaal, S. (2006)
Reinforcement Learning for Parameterized Motor Primitives.
Proceedings of the 2006 International Joint Conference on Neural Networks (IJCNN).
Conference or Workshop Item
Peters, J. ; Schaal, S. (2006)
Reinforcement Learning for Parameterized Motor Primitives.
Proceedings of the 2006 International Joint Conference on Neural Networks (IJCNN). Vancouver, BC, Canada (July 16-21, 2006)
doi: 10.1109/IJCNN.2006.246662
Conference or Workshop Item
Nakanishi, J. ; Cory, R. ; Mistry, M. ; Peters, J. ; Schaal, S. (2005)
Comparative Experiments on Task Space Control with Redundancy Resolution.
IEEE International Conference on Intelligent Robots and Systems (IROS), pp.3901-3908.
Conference or Workshop Item
Nakanishi, J. ; Cory, R. ; Mistry, M. ; Peters, J. ; Schaal, S. (2005)
Comparative experiments on task space control with redundancy resolution.
IEEE International Conference on Intelligent Robots and Systems (IROS 2005). Edmonton, Canada (August 2-6, 2005)
Conference or Workshop Item
Peters, J. ; Vijayakumar, S. ; Schaal, S. (2005)
Natural Actor-Critic.
Proceedings of the 16th European Conference on Machine Learning (ECML 2005). Porto, Portugal (October 3-7, 2005)
Conference or Workshop Item
Peters, J. ; Vijayakumar, S. ; Schaal, S. (2005)
Natural Actor-Critic.
16th European Conference on Machine Learning. Porto, Portugal (October 3-7, 2005)
Conference or Workshop Item
Peters, J. ; Mistry, M. ; Udwadia, F. E. ; Schaal, S. (2005)
A New Methodology for Robot Control Design.
The 5th ASME International Conference on Multibody Systems, Nonlinear Dynamics, and Control (MSNDC).
Conference or Workshop Item
Peters, J. ; Mistry, M. ; Udwadia, F. E. ; Cory, R. ; Nakanishi, J. ; Schaal, S. (2005)
A Unifying Framework for the Control of Robotic Systems.
IEEE International Conference on Intelligent Robots and Systems (IROS), pp.1824-1831.
Conference or Workshop Item
Peters, J. ; Mistry, M. ; Udwadia, F. E. ; Schaal, S. (2005)
A new methodology for robot control design.
The 5th ASME International Conference on Multibody Systems, Nonlinear Dynamics, and Control (MSNDC 2005). Long Beach, California, USA (September 24–28, 2005)
Conference or Workshop Item
Peters, J. ; Mistry, M. ; Udwadia, F. E. ; Cory, R. ; Nakanishi, J. ; Schaal, S. (2005)
A unifying framework for the control of robotics systems.
IEEE International Conference on Intelligent Robots and Systems (IROS 2005). Edmonton, Canada (August 2-6, 2005)
Conference or Workshop Item
Peters, J. ; Mistry, M. ; Udwadia, F. E. ; Cory, R. ; Nakanishi, J. ; Schaal, S. (2005)
A unifying framework for the control of robotics systems.
IEEE International Conference on Intelligent Robots and Systems (IROS 2005).
Conference or Workshop Item
Peters, J. ; Schaal, S. (2004)
Learning Motor Primitives with Reinforcement Learning.
AAAI Fall Symposium on Real-Life Reinforcement Learning.
Conference or Workshop Item
Schaal, S. ; Peters, J. ; Nakanishi, J. ; Ijspeert, A. (2004)
Learning Movement Primitives.
International Symposium on Robotics Research (ISRR 2003), Springer.
Conference or Workshop Item
Schaal, S. ; Peters, J. ; Nakanishi, J. ; Ijspeert, A. (2004)
Learning Movement Primitives.
International Symposium on Robotics Research (ISRR2003).
Conference or Workshop Item
Schaal, S. ; Peters, J. ; Nakanishi, J. ; Ijspeert, A. (2003)
Control, Planning, Learning, and Imitation with Dynamic Movement Primitives.
Workshop on Bilateral Paradigms on Humans and Humanoids, IEEE International Conference on Intelligent Robots and Systems (IROS).
Conference or Workshop Item
Schaal, S. ; Peters, J. ; Nakanishi, J. ; Ijspeert, A. (2003)
Control, planning, learning, and imitation with dynamic movement primitives.
Workshop on Bilateral Paradigms on Humans and Humanoids, IEEE International Conference on Intelligent Robots and Systems (IROS 2003). Las Vegas, NV, USA
Conference or Workshop Item
Schaal, S. ; Peters, J. ; Nakanishi, J. ; Ijspeert, A. (2003)
Learning Movement Primitives.
International Symposium on Robotics Research (ISRR2003). Siena, Italy (October 19-22, 2003)
Conference or Workshop Item
Peters, J. ; Vijayakumar, S. ; Schaal, S. (2003)
Natural Actor-Critic : Poster presented at NIPS 2003 ...
NIPS Workshop on Planning for the Real World: The promises and challenges of dealing with uncertainty. Whistler, BC, Canada
Conference or Workshop Item
Peters, J. ; Vijayakumar, S. ; Schaal, S. (2003)
Reinforcement Learning for Humanoid Robotics.
IEEE-RAS International Conference on Humanoid Robots (Humanoids).
Conference or Workshop Item
Peters, J. ; Vijayakumar, S. ; Schaal, S. (2003)
Reinforcement learning for humanoid robotics.
IEEE-RAS International Conference on Humanoid Robots (Humanoids 2003). Karlsruhe, Germany (September 29-30, 2003)
Conference or Workshop Item
Peters, J. ; Vijayakumar, S. ; Schaal, S. (2003)
Reinforcement learning for humanoid robotics.
IEEE-RAS International Conference on Humanoid Robots (Humanoids2003).
Conference or Workshop Item
Peters, J. ; Vijayakumar, S. ; Schaal, S. (2003)
Scaling Reinforcement Learning Paradigms for Motor Learning.
Proceedings of the 10th Joint Symposium on Neural Computation.
Conference or Workshop Item
Peters, J. ; Vijayakumar, S. ; Schaal, S. (2003)
Scaling reinforcement learning paradigms for motor learning.
Proceedings of the 10th Joint Symposium on Neural Computation (JSNC 2003).
Conference or Workshop Item
Peters, J. ; Vijayakumar, S. ; Schaal, S. (2003)
Scaling reinforcement learning paradigms for motor learning.
Proceedings of the 10th Joint Symposium on Neural Computation (JSNC 2003).
Conference or Workshop Item
Mohajerian, P. ; Peters, J. ; Ijspeert, A. ; Schaal, S. (2003)
A Unifying Computational Framework for Optimization and Dynamic Systems Approaches to Motor Control.
Proceedings of the 10th Joint Symposium on Neural Computation.
Conference or Workshop Item
Mohajerian, P. ; Peters, J. ; Ijspeert, A. ; Schaal, S. (2003)
A Unifying Computational Framework for Optimization and Dynamic Systems Approaches to Motor Control.
Neural Control of Movement Conference, Santa Barbara, CA, April 22-26, 2003.
Conference or Workshop Item
Mohajerian, P. ; Peters, J. ; Ijspeert, A. ; Schaal, S. (2003)
A unifying computational framework for optimization and dynamic systems approaches to motor control.
Proceedings of the 10th Joint Symposium on Neural Computation (JSNC 2003).
Conference or Workshop Item
Mohajerian, P. ; Peters, J. ; Ijspeert, A. ; Schaal, S. (2003)
A unifying computational framework for optimization and dynamic systems approaches to motor control.
Proceedings of the 10th Joint Symposium on Neural Computation (JSNC 2003).
Conference or Workshop Item
Vijayakumar, S. ; D'Souza, A. ; Peters, J. ; Conradt, J. ; Rutkowski, T. ; Ijspeert, A. ; Nakanishi, J. ; Inoue, M. ; Shibata, T. ; Wiryo, A. ; Itti, L. ; Amari, S. ; Schaal, S. (2002)
Real-Time Statistical Learning for Oculomotor Control and Visuomotor Coordination.
Sixteenth Annual Conference on Neural Information Processing Systems (NIPS 2002). Vancouver, BC, Canada (2002)
Conference or Workshop Item
Peters, J. ; Smagt, P. van der (2002)
Searching a Scalable Approach to Cerebellar Based Control.
In: Applied Intelligence, 17 (1)
doi: 10.1023/A:1015775631060
Article
Peters, J. (2001)
Cerebellar Control of Robot Arms.
Technische Universität Darmstadt
Diploma Thesis or Magisterarbeit
Burdet, E. ; Tee, K. P. ; Chew, C. M. ; Peters, J. ; Bt, V. L. (2001)
Hybrid IDM/Impedance Learning in Human Movements.
First International Symposium on Measurement, Analysis and Modeling of Human Functions Proceedings. Sapporo, Japan
Conference or Workshop Item
Burdet, E. ; Tee, K. P. ; Chew, C. M. ; Peters, J. ; Bt, V. L. (2001)
Hybrid IDM/Impedance Learning in Human Movements.
First International Symposium on Measurement, Analysis and Modeling of Human Functions Proceedings.
Conference or Workshop Item
Peters, J. ; Reif, U. (2000)
Least squares approximation of Bézier coefficients privides best degree reduction in the L2-norm.
In: Journal of Approximation Theory, 104 (1)
doi: 10.1006/jath.1999.3440
Article
Daniel, C. ; Neumann, G. ; Kroemer, O. ; Peters, J. (2000)
Hierarchical Relative Entropy Policy Search.
In: Journal of Machine Learning Research, 1
Article
Peters, J. (2000)
Neural Networks in Robot Control.
Technische Universität Darmstadt
Diploma Thesis or Magisterarbeit
Peters, J. ; Riener, R. (2000)
A real-time model of the human knee for application in virtual orthopaedic trainer.
Proceedings of the 10th International Conference on Biomedical Engineering Conference (ICBME).
Conference or Workshop Item
Peters, J. ; Riener, R. (2000)
A real-time model of the human knee for application in virtual orthopaedic trainer.
Proceedings of the 10th International Conference on Biomedical Engineering Conference (ICBME).
Conference or Workshop Item
Peters, J. ; Riener, R. (2000)
A real-time model of the human knee for application in virtual orthopedic trainer.
Proceedings of the 10th International Conference on Biomedical Engineering Conference (ICBME).
Conference or Workshop Item
Peters, J. (1998)
Fuzzy Logic for Practical Applications.
In: KI - Künstliche Intelligenz, 98 (4)
Article