114 results
(View BibTeX file of all listed publications)

**Towards Multi-DOF model mediated teleoperation: Using vision to augment feedback**
In *IEEE International Workshop on Haptic Audio Visual Environments and Games (HAVE)*, pages: 25-31, October 2012 (inproceedings)

**Failure Recovery with Shared Autonomy**
In *International Conference on Intelligent Robots and Systems*, October 2012 (inproceedings)

**Task-Based Grasp Adaptation on a Humanoid Robot**
In *10th IFAC Symposium on Robot Control, SyRoCo 2012, Dubrovnik, Croatia, September 5-7, 2012.*, pages: 779-786, September 2012 (inproceedings)

**Movement Segmentation and Recognition for Imitation Learning**
In *Seventeenth International Conference on Artificial Intelligence and Statistics, La Palma, Canary Islands*, Fifteenth International Conference on Artificial Intelligence and Statistics , April 2012 (inproceedings)

**From Dynamic Movement Primitives to Associative Skill Memories**
*Robotics and Autonomous Systems*, 2012 (article)

**Inverse dynamics with optimal distribution of contact forces for the control of legged robots**
In *Dynamic Walking 2012*, Pensacola, 2012 (inproceedings)

**Encoding of Periodic and their Transient Motions by a Single Dynamic Movement Primitive**
In *2012 12th IEEE-RAS International Conference on Humanoid Robots (Humanoids 2012)*, pages: 57-64, IEEE, Osaka, Japan, November 2012 (inproceedings)

**Learning Force Control Policies for Compliant Robotic Manipulation**
In *ICML’12 Proceedings of the 29th International Coference on International Conference on Machine Learning*, pages: 49-50, Edinburgh, Scotland, 2012 (inproceedings)

**Quadratic programming for inverse dynamics with optimal distribution of contact forces**
In *2012 12th IEEE-RAS International Conference on Humanoid Robots (Humanoids 2012)*, pages: 538-543, IEEE, Osaka, Japan, November 2012 (inproceedings)

**Model-free reinforcement learning of impedance control in stochastic environments**
*Autonomous Mental Development, IEEE Transactions on*, 4(4):330-341, 2012 (article)

**Towards Associative Skill Memories**
In *2012 12th IEEE-RAS International Conference on Humanoid Robots (Humanoids 2012)*, pages: 309-315, IEEE, Osaka, Japan, November 2012 (inproceedings)

**Template-based learning of grasp selection**
In *2012 IEEE International Conference on Robotics and Automation*, pages: 2379-2384, IEEE, Saint Paul, USA, 2012 (inproceedings)

**Reinforcement Learning with Sequences of Motion Primitives for Robust Manipulation**
*IEEE Transactions on Robotics*, 2012 (article)

**Probabilistic depth image registration incorporating nonvisual information**
In *2012 IEEE International Conference on Robotics and Automation*, pages: 3637-3644, IEEE, Saint Paul, USA, 2012 (inproceedings)

**Reinforcement learning of full-body humanoid motor skills**
In *Humanoid Robots (Humanoids), 2010 10th IEEE-RAS International Conference on*, pages: 405-410, December 2010, clmc (inproceedings)

**Relative Entropy Policy Search**
In *Proceedings of the Twenty-Fourth National Conference on Artificial Intelligence*, pages: 1607-1612, (Editors: Fox, M. , D. Poole), AAAI Press, Menlo Park, CA, USA, Twenty-Fourth National Conference on Artificial Intelligence (AAAI-10), July 2010 (inproceedings)

**Reinforcement learning of motor skills in high dimensions: A path integral approach**
In *Robotics and Automation (ICRA), 2010 IEEE International Conference on*, pages: 2397-2403, May 2010, clmc (inproceedings)

**Inverse dynamics control of floating base systems using orthogonal decomposition**
In *Robotics and Automation (ICRA), 2010 IEEE International Conference on*, pages: 3406-3412, May 2010, clmc (inproceedings)

**Fast, robust quadruped locomotion over challenging terrain**
In *Robotics and Automation (ICRA), 2010 IEEE International Conference on*, pages: 2665-2670, May 2010, clmc (inproceedings)

**Policy learning algorithmis for motor learning (Algorithmen zum automatischen Erlernen von Motorfähigkigkeiten)**
*Automatisierungstechnik*, 58(12):688-694, 2010, clmc (article)

**A Bayesian approach to nonlinear parameter identification for rigid-body dynamics**
*Neural Networks*, 2010, clmc (article)

**A first optimal control solution for a complex, nonlinear, tendon driven neuromuscular finger model**
*Proceedings of the ASME 2010 Summer Bioengineering Conference August 30-September 2, 2010, Naples, Florida, USA*, 2010, clmc (article)

**Locally weighted regression for control**
In *Encyclopedia of Machine Learning*, pages: 613-624, (Editors: Sammut, C.;Webb, G. I.), Springer, 2010, clmc (inbook)

**Are reaching movements planned in kinematic or dynamic coordinates?**
In *Abstracts of Neural Control of Movement Conference (NCM 2010)*, Naples, Florida, 2010, 2010, clmc (inproceedings)

**Optimality in Neuromuscular Systems**
In *32nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society*, 2010, clmc (inproceedings)

**Efficient learning and feature detection in high dimensional regression**
*Neural Computation*, 22, pages: 831-886, 2010, clmc (article)

**Stochastic Differential Dynamic Programming**
*In the proceedings of American Control Conference (ACC 2010) *, 2010, clmc (article)

**Learning Policy Improvements with Path Integrals**
In *International Conference on Artificial Intelligence and Statistics (AISTATS 2010)*, 2010, clmc (inproceedings)

**Learning optimal control solutions: a path integral approach**
In *Abstracts of Neural Control of Movement Conference (NCM 2010)*, Naples, Florida, 2010, 2010, clmc (inproceedings)

**Learning control in robotics – trajectory-based opitimal control techniques**
*Robotics and Automation Magazine*, 17(2):20-29, 2010, clmc (article)

**Learning, planning, and control for quadruped locomotion over challenging terrain**
*International Journal of Robotics Research*, 30(2):236-258, 2010, clmc (article)

**Constrained Accelerations for Controlled Geometric Reduction: Sagittal-Plane Decoupling for Bipedal Locomotion**
In *2010 10th IEEE-RAS International Conference on Humanoid Robots*, pages: 1-7, IEEE, Nashville, USA, 2010 (inproceedings)

**Variable impedance control - a reinforcement learning approach**
In *Robotics Science and Systems (2010)*, Zaragoza, Spain, June 27-30, 2010, clmc (inproceedings)

**Inverse dynamics with optimal distribution of ground reaction forces for legged robot**
In *Proceedings of the 13th International Conference on Climbing and Walking Robots (CLAWAR)*, pages: 580-587, Nagoya, Japan, sep 2010 (inproceedings)

**Path integral-based stochastic optimal control for rigid body dynamics**
In *Adaptive Dynamic Programming and Reinforcement Learning, 2009. ADPRL ’09. IEEE Symposium on*, pages: 219-225, 2009, clmc (inproceedings)

**Learning locomotion over rough terrain using terrain templates**
In *Intelligent Robots and Systems, 2009. IROS 2009. IEEE/RSJ International Conference on*, pages: 167-172, 2009, clmc (inproceedings)

**Computational models for neuromuscular function**
*IEEE Reviews in Biomedical Engineering – (All authors have equally contributed)*, (2):110?135, 2009, clmc (article)

**Compact models of motor primitive variations for predictible reaching and obstacle avoidance**
In *IEEE-RAS International Conference on Humanoid Robots (Humanoids 2009)*, Paris, Dec.7-10, 2009, clmc (inproceedings)

**Human optimization strategies under reward feedback**
In *Abstracts of Neural Control of Movement Conference (NCM 2009)*, Waikoloa, Hawaii, 2009, 2009, clmc (inproceedings)

**Bayesian Methods for Autonomous Learning Systems (Phd Thesis)**
Department of Computer Science, University of Southern California, Los Angeles, CA, 2009, clmc (phdthesis)

**On-line learning and modulation of periodic movements with nonlinear dynamical systems**
*Autonomous Robots*, 27(1):3-23, 2009, clmc (article)

**The SL simulation and real-time control software package**
University of Southern California, Los Angeles, CA, 2009, clmc (techreport)

**Local dimensionality reduction for non-parametric regression**
*Neural Processing Letters*, 2009, clmc (article)

**The SL simulation and real-time control software package**
University of Southern California, Los Angeles, CA, 2009, clmc (techreport)

**Learning and generalization of motor skills by learning from demonstration**
In *International Conference on Robotics and Automation (ICRA2009)*, Kobe, Japan, May 12-19, 2009, 2009, clmc (inproceedings)

**Compliant quadruped locomotion over rough terrain**
In *Intelligent Robots and Systems, 2009. IROS 2009. IEEE/RSJ International Conference on*, pages: 814-820, 2009, clmc (inproceedings)

**Incorporating Muscle Activation-Contraction dynamics to an optimal control framework for finger movements**
*Abstracts of Neural Control of Movement Conference (NCM 2009)*, 2009, clmc (article)

**Inertial parameter estimation of floating-base humanoid systems using partial force sensing**
In *IEEE-RAS International Conference on Humanoid Robots (Humanoids 2009)*, Paris, Dec.7-10, 2009, clmc (inproceedings)

**On-line learning and modulation of periodic movements with nonlinear dynamical systems**
*Autonomous Robots*, 27(1):3-23, 2009, clmc (article)