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Stefan Schaal

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2008
68EEGordon Cheng, Sang-Ho Hyon, Ales Ude, Jun Morimoto, Joshua G. Hale, Joseph Hart, Jun Nakanishi, Darrin C. Bentivegna, Jessica K. Hodgins, Christopher G. Atkeson, Michael Mistry, Stefan Schaal, Mitsuo Kawato: CB: Exploring neuroscience with a humanoid research platform. ICRA 2008: 1772-1773
67EEJo-Anne Ting, Aaron D'Souza, Sethu Vijayakumar, Stefan Schaal: A Bayesian approach to empirical local linearization for robotics. ICRA 2008: 2860-2865
66EEJo-Anne Ting, Mrinal Kalakrishnan, Sethu Vijayakumar, Stefan Schaal: Bayesian Kernel Shaping for Learning Control. NIPS 2008: 1673-1680
65EEAude Billard, Sylvain Calinon, Rüdiger Dillmann, Stefan Schaal: Robot Programming by Demonstration. Springer Handbook of Robotics 2008: 1371-1394
64EEJan Peters, Michael Mistry, Firdaus E. Udwadia, Jun Nakanishi, Stefan Schaal: A unifying framework for robot control with redundant DOFs. Auton. Robots 24(1): 1-12 (2008)
63EEStefan Schaal, Yoshihiko Nakamura, Paolo Dario: Special issue on robotics and neuroscience. Neural Networks 21(4): 551-552 (2008)
62EEJan Peters, Stefan Schaal: Reinforcement learning of motor skills with policy gradients. Neural Networks 21(4): 682-697 (2008)
61EEJo-Anne Ting, Aaron D'Souza, Kenji Yamamoto, Toshinori Yoshioka, Donna L. Hoffman, Shinji Kakei, Lauren Sergio, John Kalaska, Mitsuo Kawato, Peter Strick, Stefan Schaal: Variational Bayesian least squares: An application to brain-machine interface data. Neural Networks 21(8): 1112-1131 (2008)
60EEJan Peters, Stefan Schaal: Natural Actor-Critic. Neurocomputing 71(7-9): 1180-1190 (2008)
2007
59 Gaurav S. Sukhatme, Stefan Schaal, Wolfram Burgard, Dieter Fox: Robotics: Science and Systems II, August 16-19, 2006. University of Pennsylvania, Philadelphia, Pennsylvania, USA The MIT Press 2007
58EEJan Peters, Stefan Schaal, Bernhard Schölkopf: Towards Machine Learning of Motor Skills. AMS 2007: 138-144
57EEJo-Anne Ting, Evangelos Theodorou, Stefan Schaal: Learning an Outlier-Robust Kalman Filter. ECML 2007: 748-756
56EEJan Peters, Stefan Schaal: Applying the Episodic Natural Actor-Critic Architecture to Motor Primitive Learning. ESANN 2007: 295-300
55EEJan Peters, Stefan Schaal: Reinforcement learning by reward-weighted regression for operational space control. ICML 2007: 745-750
54EEJan Peters, Stefan Schaal: Policy Learning for Motor Skills. ICONIP (2) 2007: 233-242
53EEDimitris Pongas, Michael Mistry, Stefan Schaal: A Robust Quadruped Walking Gait for Traversing Rough Terrain. ICRA 2007: 1474-1479
52EEJun Nakanishi, Michael Mistry, Stefan Schaal: Inverse Dynamics Control with Floating Base and Constraints. ICRA 2007: 1942-1947
51EEJan Peters, Stefan Schaal: Reinforcement Learning for Operational Space Control. ICRA 2007: 2111-2116
50EEJo-Anne Ting, Aaron D'Souza, Stefan Schaal: Automatic Outlier Detection: A Bayesian Approach. ICRA 2007: 2489-2494
49EENarayanan U. Edakunni, Stefan Schaal, Sethu Vijayakumar: Kernel Carpentry for Online Regression Using Randomly Varying Coefficient Model. IJCAI 2007: 762-767
48EEJo-Anne Ting, Evangelos Theodorou, Stefan Schaal: A Kalman filter for robust outlier detection. IROS 2007: 1514-1519
47EEJun Nakanishi, Michael Mistry, Jan Peters, Stefan Schaal: Towards compliant humanoids-an experimental assessment of suitable task space position/orientation controllers. IROS 2007: 2520-2527
46EEMichael Mistry, Jun Nakanishi, Stefan Schaal: Task space control with prioritization for balance and locomotion. IROS 2007: 331-338
2006
45EEJo-Anne Ting, Aaron D'Souza, Stefan Schaal: Bayesian regression with input noise for high dimensional data. ICML 2006: 937-944
44EEJan Peters, Stefan Schaal: Reinforcement Learning for Parameterized Motor Primitives. IJCNN 2006: 73-80
43EEJan Peters, Stefan Schaal: Policy Gradient Methods for Robotics. IROS 2006: 2219-2225
42EEJo-Anne Ting, Michael Mistry, Jan Peters, Stefan Schaal, Jun Nakanishi: A Bayesian Approach to Nonlinear Parameter Identification for Rigid Body Dynamics. Robotics: Science and Systems 2006
41EEJan Peters, Stefan Schaal: Learning Operational Space Control. Robotics: Science and Systems 2006
40EEAude Billard, Stefan Schaal: Special Issue on The Brain Mechanisms of Imitation Learning. Neural Networks 19(3): 251-253 (2006)
2005
39 Sebastian Thrun, Gaurav S. Sukhatme, Stefan Schaal: Robotics: Science and Systems I, June 8-11, 2005, Massachusetts Institute of Technology, Cambridge, Massachusetts The MIT Press 2005
38EEJan Peters, Sethu Vijayakumar, Stefan Schaal: Natural Actor-Critic. ECML 2005: 280-291
37EEJo-Anne Ting, Aaron D'Souza, Kenji Yamamoto, Toshinori Yoshioka, Donna L. Hoffman, Lauren Sergio, Shinji Kakei, John Kalaska, Mitsuo Kawato, Peter Strick, Stefan Schaal: Predicting EMG Data from M1 Neurons with Variational Bayesian Least Squares. NIPS 2005
36EESethu Vijayakumar, Aaron D'Souza, Stefan Schaal: Incremental Online Learning in High Dimensions. Neural Computation 17(12): 2602-2634 (2005)
35EEJun Nakanishi, Jay A. Farrell, Stefan Schaal: Composite adaptive control with locally weighted statistical learning. Neural Networks 18(1): 71-90 (2005)
34EETomohiro Shibata, Hiromitsu Tabata, Stefan Schaal, Mitsuo Kawato: A model of smooth pursuit in primates based on learning the target dynamics. Neural Networks 18(3): 213-224 (2005)
2004
33EEAaron D'Souza, Sethu Vijayakumar, Stefan Schaal: The Bayesian backfitting relevance vector machine. ICML 2004
32EEJun Nakanishi, Jay A. Farrell, Stefan Schaal: Learning Composite Adaptive Control for a Class of Nonlinear Systems. ICRA 2004: 2647-2652
31EEJun Nakanishi, Stefan Schaal: Feedback error learning and nonlinear adaptive control. Neural Networks 17(10): 1453-1465 (2004)
30EEAude Billard, Yann Epars, Sylvain Calinon, Stefan Schaal, Gordon Cheng: Discovering optimal imitation strategies. Robotics and Autonomous Systems 47(2-3): 69-77 (2004)
29EEJun Nakanishi, Jun Morimoto, Gen Endo, Gordon Cheng, Stefan Schaal, Mitsuo Kawato: Learning from demonstration and adaptation of biped locomotion. Robotics and Autonomous Systems 47(2-3): 79-91 (2004)
2003
28EEStefan Schaal, Jan Peters, Jun Nakanishi, Auke Jan Ijspeert: Learning Movement Primitives. ISRR 2003: 561-572
2002
27 Auke Jan Ijspeert, Jun Nakanishi, Stefan Schaal: Movement Imitation with Nonlinear Dynamical Systems in Humanoid Robots. ICRA 2002: 1398-1403
26EEAuke Jan Ijspeert, Jun Nakanishi, Stefan Schaal: Learning Attractor Landscapes for Learning Motor Primitives. NIPS 2002: 1523-1530
25 Stefan Schaal, Christopher G. Atkeson, Sethu Vijayakumar: Scalable Techniques from Nonparametric Statistics for Real Time Robot Learning. Appl. Intell. 17(1): 49-60 (2002)
24 Sethu Vijayakumar, Aaron D'Souza, Tomohiro Shibata, Jörg Conradt, Stefan Schaal: Statistical Learning for Humanoid Robots. Auton. Robots 12(1): 55-69 (2002)
2001
23EETomohiro Shibata, Stefan Schaal: Biomimetic gaze stabilization based on feedback-error-learning with nonparametric regression networks. Neural Networks 14(2): 201-216 (2001)
22EELadan Shams, Mark J. Brady, Stefan Schaal: Graph matching vs mutual information maximization for object detection. Neural Networks 14(3): 345-354 (2001)
2000
21 Sethu Vijayakumar, Stefan Schaal: Locally Weighted Projection Regression: Incremental Real Time Learning in High Dimensional Space. ICML 2000: 1079-1086
20 Jörg Conradt, Gaurav Tevatia, Sethu Vijayakumar, Stefan Schaal: On-line Learning for Humanoid Robot Systems. ICML 2000: 191-198
19 Sethu Vijayakumar, Stefan Schaal: Fast and Efficient Incremental Learning for High-Dimensional Movement Systems. ICRA 2000: 1894-1899
18 Stefan Schaal, Christopher G. Atkeson, Sethu Vijayakumar: Real-Time Robot Learning with Locally Weighted Statistical Learning. ICRA 2000: 288-293
17 Gaurav Tevatia, Stefan Schaal: Inverse Kinematics for Humanoid Robots. ICRA 2000: 294-299
16 Tomohiro Shibata, Stefan Schaal: Fast Learning of Biomimetic Oculomotor Control with Nonparametric Regression Networks. ICRA 2000: 3847-3854
15EEShinya Kotosaka, Stefan Schaal, Tomohiro Shibata: Humanoid robot for brain research. Advanced Robotics 14(5): 419-421 (2000)
14EEChristopher G. Atkeson, Joshua G. Hale, Frank E. Pollick, Marcia Riley, Shinya Kotosaka, Stefan Schaal, Tomohiro Shibata, Gaurav Tevatia, Ales Ude, Sethu Vijayakumar, Mitsuo Kawato: Using Humanoid Robots to Study Human Behavior. IEEE Intelligent Systems 15(4): 46-56 (2000)
1998
13 Stefan Schaal, Christopher G. Atkeson: Constructive Incremental Learning from Only Local Information. Neural Computation 10(8): 2047-2084 (1998)
12 Sethu Vijayakumar, Stefan Schaal: Local Adaptive Subspace Regression. Neural Processing Letters 7(3): 139-149 (1998)
1997
11 Christopher G. Atkeson, Stefan Schaal: Robot Learning From Demonstration. ICML 1997: 12-20
10 Stefan Schaal, Sethu Vijayakumar, Christopher G. Atkeson: Local Dimensionality Reduction. NIPS 1997
9 Christopher G. Atkeson, Andrew W. Moore, Stefan Schaal: Locally Weighted Learning. Artif. Intell. Rev. 11(1-5): 11-73 (1997)
8 Christopher G. Atkeson, Andrew W. Moore, Stefan Schaal: Locally Weighted Learning for Control. Artif. Intell. Rev. 11(1-5): 75-113 (1997)
1996
7EEStefan Schaal: Learning from Demonstration. NIPS 1996: 1040-1046
6EEHiroyuki Miyamoto, Stefan Schaal, Francesca Gandolfo, Hiroaki Gomi, Yasuharu Koike, Rieko Osu, Eri Nakano, Yasuhiro Wada, Mitsuo Kawato: A Kendama Learning Robot Based on Bi-directional Theory. Neural Networks 9(8): 1281-1302 (1996)
1995
5EEStefan Schaal, Christopher G. Atkeson: From Isolation to Cooperation: An Alternative View of a System of Experts. NIPS 1995: 605-611
4EEChristopher G. Atkeson, Stefan Schaal: Memory-based neural networks for robot learning. Neurocomputing 9(3): 243-269 (1995)
1994
3 Stefan Schaal, Christopher G. Atkeson: Memory-Based Robot Learning. ICRA 1994: 2928-2933
1993
2 Stefan Schaal, Christopher G. Atkeson: Open Loop Stable Control Strategies for Robot Juggling. ICRA (3) 1993: 913-918
1EEStefan Schaal, Christopher G. Atkeson: Assessing the Quality of Learned Local Models. NIPS 1993: 160-167

Coauthor Index

1Christopher G. Atkeson [1] [2] [3] [4] [5] [8] [9] [10] [11] [13] [14] [18] [25] [68]
2Darrin C. Bentivegna [68]
3Aude Billard [30] [40] [65]
4Mark J. Brady [22]
5Wolfram Burgard [59]
6Sylvain Calinon [30] [65]
7Gordon Cheng [29] [30] [68]
8Jörg Conradt [20] [24]
9Aaron D'Souza [24] [33] [36] [37] [45] [50] [61] [67]
10Paolo Dario [63]
11Rüdiger Dillmann [65]
12Narayanan U. Edakunni [49]
13Gen Endo [29]
14Yann Epars [30]
15Jay A. Farrell [32] [35]
16Dieter Fox [59]
17Francesca Gandolfo [6]
18Hiroaki Gomi [6]
19Joshua G. Hale [14] [68]
20Joseph Hart [68]
21Jessica K. Hodgins [68]
22Donna L. Hoffman [37] [61]
23Sang-Ho Hyon [68]
24Auke Jan Ijspeert [26] [27] [28]
25Shinji Kakei [37] [61]
26Mrinal Kalakrishnan [66]
27John Kalaska [37] [61]
28Mitsuo Kawato [6] [14] [29] [34] [37] [61] [68]
29Yasuharu Koike [6]
30Shinya Kotosaka [14] [15]
31Michael Mistry [42] [46] [47] [52] [53] [64] [68]
32Hiroyuki Miyamoto [6]
33Andrew W. Moore [8] [9]
34Jun Morimoto [29] [68]
35Yoshihiko Nakamura [63]
36Jun Nakanishi [26] [27] [28] [29] [31] [32] [35] [42] [46] [47] [52] [64] [68]
37Eri Nakano [6]
38Rieko Osu [6]
39Jan Peters [28] [38] [41] [42] [43] [44] [47] [51] [54] [55] [56] [58] [60] [62] [64]
40Frank E. Pollick [14]
41Dimitris Pongas [53]
42Marcia Riley [14]
43Bernhard Schölkopf [58]
44Lauren Sergio [37] [61]
45Ladan Shams [22]
46Tomohiro Shibata [14] [15] [16] [23] [24] [34]
47Peter Strick [37] [61]
48Gaurav S. Sukhatme (Gaurav Sukhatme) [39] [59]
49Hiromitsu Tabata [34]
50Gaurav Tevatia [14] [17] [20]
51Evangelos Theodorou [48] [57]
52Sebastian Thrun [39]
53Jo-Anne Ting [37] [42] [45] [48] [50] [57] [61] [66] [67]
54Ales Ude [14] [68]
55Firdaus E. Udwadia [64]
56Sethu Vijayakumar [10] [12] [14] [18] [19] [20] [21] [24] [25] [33] [36] [38] [49] [66] [67]
57Yasuhiro Wada [6]
58Kenji Yamamoto [37] [61]
59Toshinori Yoshioka [37] [61]

Colors in the list of coauthors

Copyright © Sun May 17 03:24:02 2009 by Michael Ley (ley@uni-trier.de)