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Jochen J Steil
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2012
Neumann, K.
, and
J. J. Steil
,
"
Intrinsic Plasticity via Natural Gradient Descent
",
ESANN
, pp. 555-560, 2012.
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Freire, A.
,
A. Lemme
,
J. J. Steil
, and
G. Barreto
,
"
Learning visuo-motor coordination for pointing without depth calculation
",
European Symposium on Artificial Neural Networks
, pp. 91-96, 2012.
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Reinhart, F. R.
, and
J. J. Steil
,
"
Learning Whole Upper Body Control with Dynamic Redundancy Resolution in Coupled Associative Radial Basis Function Networks
",
IROS
: IEEE, pp. 1487--1492, 2012.
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Lemme, A.
,
F. R. Reinhart
, and
J. J. Steil
,
"
Online learning and generalization of parts-based image representations by Non-Negative Sparse Autoencoders
",
Neural Networks
, vol. 33, pp. 194 – 203, 2012.
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Reinhart, F. R.
, and
J. J. Steil
,
"
Regularization and stability in reservoir networks with output feedback
",
Neurocomputing
, vol. 90, pp. 96-105, 2012.
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ReinhartSteil-Neurocomputing2011-preprint.pdf
(559.09 KB)
Neumann, K.
,
C. Emmerich
, and
J. J. Steil
,
"
Regularization by Intrinsic Plasticity and its Synergies with Recurrence for Random Projection Methods
",
Journal of Intelligent Learning Systems and Applications
, vol. 4 , no. 3, pp. p. 230 – 246 , 2012.
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Reinhart, F. R.
,
A. Lemme
, and
J. J. Steil
,
"
Representation and Generalization of Bi-manual Skills from Kinesthetic Teaching
",
2012 IEEE-RAS International Conference on Humanoid Robots
, Osaka, pp. 560 - 567, 2012.
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Nordmann, A.
,
C. Emmerich
,
S. Rüther
,
A. Lemme
,
S. Wrede
, and
J. J. Steil
,
"
Teaching Nullspace Constraints in Physical Human-Robot Interaction using Reservoir Computing
",
International Conference on Robotics and Automation
, St. Paul, pp. 1868 - 1875, 2012.
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Wrede, B.
,
K. J. Rohlfing
,
J. J. Steil
,
S. Wrede
,
P. - Y. Oudeyer
, and
J. Tani
,
"
Towards robots with teleological action and language understanding
",
IEEE Humanoids, Workshop on Developmental Robotics
, Osaka, IEEE, 2012.
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2011
Reinhart, F. R.
, and
J. J. Steil
,
"
Neural learning and dynamical selection of redundant solutions for inverse kinematic control
",
IEEE Humanoids
, Bled, pp. 564 - 569, 10/2011.
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ReinhartSteil-Humanoids2011.pdf
(933.08 KB)
Weirich, A.
,
C. Haumann
,
S. Schüler
, and
J. J. Steil
,
"
Learning Lab - Programming Interaction with Humanoid Robots for Pupils
",
Int. Conf. Robotics in Education
, pp. 21-28, 09/2011.
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Rolf, M.
,
J. J. Steil
, and
M. Gienger
,
"
Online Goal Babbling for rapid bootstrapping of inverse models in high dimensions
",
IEEE Int. Conf. Development and Learning and on Epigenetic Robotics (Best Student Paper Award)
, Frankfurt, IEEE, 08/2011.
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RolfSteilGienger2011-ICDL-EpiRob.pdf
(1.49 MB)
Rolf, M.
, and
J. J. Steil
,
"
Online learning in the loop: fast explorative learning of inverse models in high dimensions
",
Workshop "New Challenges in Neural Computation" @ DAGM 2011
, 08/2011.
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Reinhart, F. R.
, and
J. J. Steil
,
"
Reservoir regularization stabilizes learning of Echo State Networks with output feedback
",
European Symposium on Artificial Neural Networks
: d-facto, pp. 59 - 64, 04/2011.
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ReinhartSteilESANN2011.pdf
(582.05 KB)
Neumann, K.
, and
J. J. Steil
,
"
Batch Intrinsic Plasticity for Extreme Learning Machines
",
Int. Conf. Artificial Neural Networks
, Helsinki, pp. 339 -- 346, 2011.
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Reinhart, F. R.
, and
J. J. Steil
,
"
A constrained regularization approach for input-driven recurrent neural networks
",
Differential Equations and Dynamical Systems
, vol. 19, no. 1, pp. 27 -- 46, 2011.
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ReinhartSteil-DEDS2009.pdf
(855.27 KB)
Steffen, J.
,
M. Pardowitz
,
J. J. Steil
, and
H. Ritter
,
"
Integrating Feature Maps and Competitive Layer Architectures For Motion Segmentation
",
Neurocomputing
, vol. 74, pp. 1372–1381, 2011.
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Ritter, H.
,
R. Haschke
,
F. Roethling
, and
J. J. Steil
,
"
Manual Intelligence as a Rosetta Stone for Robot Cognition
",
Robotics Research
, vol. 66: Springer, pp. 135 -146, 2011.
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RitterHaschkeRoethlingSteilRosettaStone2007.pdf
(640.07 KB)
Gienger, M.
,
M. Muehlig
, and
J. J. Steil
,
"
Robot with automatic selection of task-specific representations for imitation learning
",
European Patent Office
, G05B19/42, 2011.
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Reinhart, F. R.
, and
J. J. Steil
,
"
State prediction: a constructive method to program dynamics of recurrent neural networks
",
Int. Conf. Artificial Neural Networks
, Helsinki, pp. 159 -- 166, 2011.
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ReinhartSteil-ICANN2011-draft.pdf
(1.1 MB)
Steil, J. J.
,
"
What do humanoid robots offer to cognitive psychology ?
",
Connectionist Models of Neurocognition and Emergent Behavior - From Theory to Applications
, no. 20: World Scientific, pp. 361-371, 2011.
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2010
Lemme, A.
,
F. R. Reinhart
, and
J. J. Steil
,
"
Efficient online learning of a non-negative sparse autoencoder
",
ESANN
, Bruges, d-facto, pp. 1-6, April 2010.
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LemmeReinhartSteil-ESANN2010.pdf
(2.75 MB)
Steffen, J.
,
M. Pardowitz
,
J. J. Steil
, and
H. Ritter
,
"
Neural competition for motion segmentation
",
ESANN
, Bruges, d-facto, pp. 59-64, April 2010.
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Download:
SteffenESANN2010draft.pdf
(391.32 KB)
Denecke, A.
,
I. Ayllon Clemente
,
H. Wersing
,
J. Eggert
, and
J. J. Steil
,
"
Figure-ground segmentation using metrics adaptation in levelset methods
",
Proceedings of the European Symposium on Artificial Neural Networks (ESANN)
, pp. 417-422, 2010.
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DeneckeEtAlESANN2010_draft.pdf
(254.25 KB)
Wrede, S.
,
M. Johannfunke
,
A. Lemme
,
A. Nordmann
,
S. Rüther
,
A. Weirich
, and
J. J. Steil
,
"
Interactive Learning of Inverse Kinematics with Nullspace Constraints using Recurrent Neural Networks
",
20. Workshop on Computational Intelligence
, Dortmund, Fachausschuss Computational Intelligence der VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik , 2010.
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