73 results
(View BibTeX file of all listed publications)

**Probabilistic Object Tracking Using a Range Camera**
In *IEEE/RSJ International Conference on Intelligent Robots and Systems*, pages: 3195-3202, IEEE, November 2013 (inproceedings)

**3-D Object Reconstruction of Symmetric Objects by Fusing Visual and Tactile Sensing**
*The International Journal of Robotics Research*, 33(2):321-341, Sage, October 2013 (article)

**Learning and Optimization with Submodular Functions**
ArXiv, May 2013 (techreport)

**Hypothesis Testing Framework for Active Object Detection**
In *IEEE International Conference on Robotics and Automation (ICRA)*, May 2013, clmc (inproceedings)

**Action and Goal Related Decision Variables Modulate the Competition Between Multiple Potential Targets**
In *Abstracts of Neural Control of Movement Conference (NCM 2013)*, February 2013 (inproceedings)

**Optimal control of reaching includes kinematic constraints**
*Journal of Neurophysiology*, 2013, clmc (article)

**Fusing visual and tactile sensing for 3-D object reconstruction while grasping**
In *IEEE International Conference on Robotics and Automation (ICRA)*, pages: 3547-3554, 2013 (inproceedings)

**Dynamical Movement Primitives: Learning Attractor Models for Motor Behaviors**
*Neural Computation*, (25):328-373, 2013, clmc (article)

**Learning Objective Functions for Manipulation**
In *2013 IEEE International Conference on Robotics and Automation*, IEEE, Karlsruhe, Germany, 2013 (inproceedings)

**Using Torque Redundancy to Optimize Contact Forces in Legged Robots**
In *Redundancy in Robot Manipulators and Multi-Robot Systems*, 57, pages: 35-51, Lecture Notes in Electrical Engineering, Springer Berlin Heidelberg, 2013 (incollection)

**Optimal distribution of contact forces with inverse-dynamics control**
*The International Journal of Robotics Research*, 32(3):280-298, March 2013 (article)

**Learning Task Error Models for Manipulation**
In *2013 IEEE Conference on Robotics and Automation*, IEEE, Karlsruhe, Germany, 2013 (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)

**Learning operational space control**
In *Robotics: Science and Systems II (RSS 2006)*, pages: 255-262, (Editors: Gaurav S. Sukhatme and Stefan Schaal and Wolfram Burgard and Dieter Fox), Cambridge, MA: MIT Press, RSS , 2006, clmc (inproceedings)

**Reinforcement Learning for Parameterized Motor Primitives**
In *Proceedings of the 2006 International Joint Conference on Neural Networks*, pages: 73-80, IJCNN, 2006, clmc (inproceedings)

**Statistical Learning of LQG controllers**
*Technical Report-2006-1*, Computational Action and Vision Lab University of Minnesota, 2006, clmc (techreport)