 | 2011 |
| 21 |  | Djordje Mitrovic,
Stefan Klanke,
Sethu Vijayakumar:
Learning impedance control of antagonistic systems based on stochastic optimization principles.
I. J. Robotic Res. 30(5): 556-573 (2011) |
| 2010 |
| 20 |  | Djordje Mitrovic,
Stefan Klanke,
Matthew Howard,
Sethu Vijayakumar:
Exploiting sensorimotor stochasticity for learning control of variable impedance actuators.
Humanoids 2010: 536-541 |
| 19 |  | Djordje Mitrovic,
Sho Nagashima,
Stefan Klanke,
Takamitsu Matsubara,
Sethu Vijayakumar:
Optimal Feedback Control for anthropomorphic manipulators.
ICRA 2010: 4143-4150 |
| 18 |  | Matthew Howard,
Stefan Klanke,
Michael Gienger,
Christian Goerick,
Sethu Vijayakumar:
Methods for Learning Control Policies from Variable-Constraint Demonstrations.
From Motor Learning to Interaction Learning in Robots 2010: 253-291 |
| 17 |  | Djordje Mitrovic,
Stefan Klanke,
Sethu Vijayakumar:
Adaptive Optimal Feedback Control with Learned Internal Dynamics Models.
From Motor Learning to Interaction Learning in Robots 2010: 65-84 |
| 2009 |
| 16 |  | Sebastian Bitzer,
Stefan Klanke,
Sethu Vijayakumar:
Does dimensionality reduction improve the quality of motion interpolation?
ESANN 2009 |
| 15 |  | Matthew Howard,
Stefan Klanke,
Michael Gienger,
Christian Goerick,
Sethu Vijayakumar:
A novel method for learning policies from constrained motion.
ICRA 2009: 1717-1723 |
| 14 |  | Matthew Howard,
Stefan Klanke,
Michael Gienger,
Christian Goerick,
Sethu Vijayakumar:
Robust constraint-consistent learning.
IROS 2009: 4629-4636 |
| 13 |  | Jan Steffen,
Stefan Klanke,
Sethu Vijayakumar,
Helge Ritter:
Towards Semi-supervised Manifold Learning: UKR with Structural Hints.
WSOM 2009: 298-306 |
| 12 |  | Matthew Howard,
Stefan Klanke,
Michael Gienger,
Christian Goerick,
Sethu Vijayakumar:
A novel method for learning policies from variable constraint data.
Auton. Robots 27(2): 105-121 (2009) |
| 2008 |
| 11 |  | Matthew Howard,
Stefan Klanke,
Michael Gienger,
Christian Goerick,
Sethu Vijayakumar:
Learning potential-based policies from constrained motion.
Humanoids 2008: 714-735 |
| 10 |  | Djordje Mitrovic,
Stefan Klanke,
Sethu Vijayakumar:
Optimal Control with Adaptive Internal Dynamics Models.
ICINCO-ICSO 2008: 141-148 |
| 9 |  | Kian Ming Adam Chai,
Christopher K. I. Williams,
Stefan Klanke,
Sethu Vijayakumar:
Multi-task Gaussian Process Learning of Robot Inverse Dynamics.
NIPS 2008: 265-272 |
| 8 |  | Djordje Mitrovic,
Stefan Klanke,
Sethu Vijayakumar:
Adaptive Optimal Control for Redundantly Actuated Arms.
SAB 2008: 93-102 |
| 7 |  | Stefan Klanke,
Sethu Vijayakumar,
Stefan Schaal:
A Library for Locally Weighted Projection Regression.
Journal of Machine Learning Research 9: 623-626 (2008) |
| 2007 |
| 6 |  | Stefan Klanke,
Helge Ritter:
Variants of unsupervised kernel regression: General cost functions.
Neurocomputing 70(7-9): 1289-1303 (2007) |
| 5 |  | Stefan Klanke:
Learning manifolds with the parametrized self-organizing map and unsupervised kernel regression.
Bielefeld University 2007: 1-195 |
| 2006 |
| 4 |  | Stefan Klanke,
Helge Ritter:
Variants of Unsupervised Kernel Regression: General cost functions.
ESANN 2006: 581-586 |
| 3 |  | Stefan Klanke,
Helge Ritter:
A Leave-K-Out Cross-Validation Scheme for Unsupervised Kernel Regression.
ICANN (2) 2006: 427-436 |
| 2 |  | Stefan Klanke,
Dmitry V. Lebedev,
Robert Haschke,
Jochen J. Steil,
Helge Ritter:
Dynamic Path Planning for a 7-DOF Robot Arm.
IROS 2006: 3879-3884 |
| 2005 |
| 1 |  | Peter Meinicke,
Stefan Klanke,
Roland Memisevic,
Helge Ritter:
Principal Surfaces from Unsupervised Kernel Regression.
IEEE Trans. Pattern Anal. Mach. Intell. 27(9): 1379-1391 (2005) |