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Jayaram, V., Alamgir, M., Altun, Y., Schölkopf, B., Grosse-Wentrup, M.
Transfer Learning in Brain-Computer Interfaces
IEEE Computational Intelligence Magazine, 11(1):20-31, 2016 (article)
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Weichwald, S., Grosse-Wentrup, M., Gretton, A.
MERLiN: Mixture Effect Recovery in Linear Networks
IEEE Journal of Selected Topics in Signal Processing, 10(7):1254-1266, 2016 (article)
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Peters, J., Bühlmann, P., Meinshausen, N.
Causal inference using invariant prediction: identification and confidence intervals
Journal of the Royal Statistical Society, Series B (Statistical Methodology), 78(5):947-1012, 2016, (with discussion) (article)
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Spirtes, P., Zhang, K.
Causal discovery and inference: concepts and recent methodological advances
Applied Informatics, 3(3):1-28, 2016 (article)
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Meier, F., Kappler, D., Ratliff, N., Schaal, S.
Towards Robust Online Inverse Dynamics Learning
Proceedings of the IEEE/RSJ Conference on Intelligent Robots and Systems, IEEE, IROS, 2016 (conference) Accepted
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Chebotar, Y., Hausman, K., Su, Z., Sukhatme, G., Schaal, S.
Self-Supervised Regrasping using Spatio-Temporal Tactile Features and Reinforcement Learning
In International Conference on Intelligent Robots and Systems (IROS) 2016, IEEE/RSJ International Conference on Intelligent Robots and Systems, 2016 (inproceedings)
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Fomina, T., Lohmann, G., Erb, M., Ethofer, T., Schölkopf, B., Grosse-Wentrup, M.
Self-regulation of brain rhythms in the precuneus: a novel BCI paradigm for patients with ALS
Journal of Neural Engineering, 13(6):066021, 2016 (article)
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Gomez-Rodriguez, M., Song, L., Du, N., Zha, H., Schölkopf, B.
Influence Estimation and Maximization in Continuous-Time Diffusion Networks
ACM Transactions on Information Systems, 34(2):9:1-9:33, 2016 (article)
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Büchler, D., Calandra, R., Peters, J.
Modeling Variability of Musculoskeletal Systems with Heteroscedastic Gaussian Processes
Workshop on Neurorobotics, Neural Information Processing Systems (NIPS), 2016 (conference)
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Tzionas, D., Gall, J.
Reconstructing Articulated Rigged Models from RGB-D Videos
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Foreman-Mackey, D., Morton, T. D., Hogg, D. W., Agol, E., Schölkopf, B.
The population of long-period transiting exoplanets
The Astronomical Journal, 152(6):206, 2016 (article)
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Laidig, D., Trimpe, S., Seel, T.
Event-based Sampling for Reducing Communication Load in Realtime Human Motion Analysis by Wireless Inertial Sensor Networks
Current Directions in Biomedical Engineering, 2(1):711-714, De Gruyter, 2016 (article)
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Chebotar, Y., Hausman, K., Kroemer, O., Sukhatme, G., Schaal, S.
Generalizing Regrasping with Supervised Policy Learning
In International Symposium on Experimental Robotics (ISER) 2016, International Symposium on Experimental Robotics, 2016 (inproceedings)
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Ramirez-Villegas, J. F., Logothetis, N. K., Besserve, M.
Statistical source separation of rhythmic LFP patterns during sharp wave ripples in the macaque hippocampus
47th Annual Meeting of the Society for Neuroscience (Neuroscience), 2016 (poster)
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Jäkel, F., Singh, M., Wichmann, F. A., Herzog, M. H.
An overview of quantitative approaches in Gestalt perception
Vision Research, 126, pages: 3-8, 2016 (article)
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Schölkopf, B., Janzing, D., Lopez-Paz, D.
Causal and statistical learning
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Huang, H., Peloso, G. M., Howrigan, D., Rakitsch, B., Simon-Gabriel, C. J., Goldstein, J. I., Daly, M. J., Borgwardt, K., Neale, B. M.
Bootstrat: Population Informed Bootstrapping for Rare Variant Tests
bioRxiv, 2016, preprint (article)
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Rueckert, E., Camernik, J., Peters, J., Babic, J.
Probabilistic Movement Models Show that Postural Control Precedes and Predicts Volitional Motor Control
Nature PG: Scientific Reports, 6(Article number: 28455), 2016 (article)
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Mooij, J., Peters, J., Janzing, D., Zscheischler, J., Schölkopf, B.
Distinguishing cause from effect using observational data: methods and benchmarks
Journal of Machine Learning Research, 17(32):1-102, 2016 (article)
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Babbar, R., Partalas, I., Gaussier, E., Amini, M., Amblard, C.
Learning Taxonomy Adaptation in Large-scale Classification
Journal of Machine Learning Research, 17(98):1-37, 2016 (article)
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Feix, T., Romero, J., Schmiedmayer, H., Dollar, A., Kragic, D.
The GRASP Taxonomy of Human Grasp Types
Human-Machine Systems, IEEE Transactions on, 46(1):66-77, 2016 (article)
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Janzing, D., Chaves, R., Schölkopf, B.
Algorithmic independence of initial condition and dynamical law in thermodynamics and causal inference
New Journal of Phyiscs, 18(9):093052, 2016 (article)
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Besserve, M., Logothetis, N. K.
Hippocampal neural events predict ongoing brain-wide BOLD activity
47th Annual Meeting of the Society for Neuroscience (Neuroscience), 2016 (poster)
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Mohr, J., Seyfarth, J., Lueschow, A., Weber, J. E., Wichmann, F. A., Obermayer, K.
BOiS—Berlin Object in Scene Database: Controlled Photographic Images for Visual Search Experiments with Quantified Contextual Priors
Frontiers in Psychology, 2016 (article)
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Zhang, K., Li, J., Bareinboim, E., Schölkopf, B., Pearl, J.
Preface to the ACM TIST Special Issue on Causal Discovery and Inference
ACM Transactions on Intelligent Systems and Technologies, 7(2):article no. 17, 2016 (article)
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Brubaker, M. A., Geiger, A., Urtasun, R.
Map-Based Probabilistic Visual Self-Localization
IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), 2016 (article)
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Rueckert, E., Kappel, D., Tanneberg, D., Pecevski, D., Peters, J.
Recurrent Spiking Networks Solve Planning Tasks
Nature PG: Scientific Reports, 6(Article number: 21142), 2016 (article)
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Ponton, B., Herzog, A., Schaal, S., Righetti, L.
A Convex Model of Momentum Dynamics for Multi-Contact Motion Generation
In 2016 IEEE-RAS 16th International Conference on Humanoid Robots Humanoids, pages: 842-849, IEEE, Cancun, Mexico, 2016 (inproceedings)
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Ponton, B., Schaal, S., Righetti, L.
On the Effects of Measurement Uncertainty in Optimal Control of Contact Interactions
In The 12th International Workshop on the Algorithmic Foundations of Robotics WAFR, Berkeley, USA, 2016 (inproceedings)
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Herzog, A., Rotella, N., Mason, S., Grimminger, F., Schaal, S., Righetti, L.
Momentum Control with Hierarchical Inverse Dynamics on a Torque-Controlled Humanoid
Autonomous Robots, 40(3):473-491, 2016 (article)
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Rotella, N., Mason, S., Schaal, S., Righetti, L.
Inertial Sensor-Based Humanoid Joint State Estimation
In 2016 IEEE International Conference on Robotics and Automation (ICRA), pages: 1825-1831, IEEE, Stockholm, Sweden, 2016 (inproceedings)
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Khadiv, M., Kleff, S., Herzog, A., Moosavian, S. A. A., Schaal, S., Righetti, L.
Stepping Stabilization Using a Combination of DCM Tracking and Step Adjustment
In 2016 4th International Conference on Robotics and Mechatronics (ICROM), pages: 130-135, IEEE, Teheran, Iran, 2016 (inproceedings)
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Müller, B. Y., Haag, M., Fähnle, M.
Ab initio theory for ultrafast magnetization dynamics with a dynamic band structure
{Journal of Magnetism and Magnetic Materials}, 414, pages: 14-18, North-Holland, Amsterdam, 2016 (article)
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Ruoß, S., Stahl, C., Bayer, J., Schütz, G., Albrecht, J., Laviano, F.
High-resolution analysis of currents at low-angle grain boundaries in YBCO thin films using magnetooptics and magnetic x-ray microscopy
{IEEE Transactions on Applied Superconductivity}, 26(3), IEEE, New York, NY, 2016 (article)
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Noske, M., Stoll, H., Fähnle, M., Gangwar, A., Woltersdorf, G., Slavin, A., Weigand, M., Dieterle, G., Förster, J., Back, C. H., Schütz, G.
Three-dimensional character of the magnetization dynamics in magnetic vortex structures: Hybridization of flexure gyromodes with spin waves
{Physical Review Letters}, 117(3), American Physical Society, Woodbury, N.Y., 2016 (article)
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Gräfe, J., Schütz, G., Goering, E. J.
Coercivity scaling in antidot lattices in Fe, Ni, and NiFe thin films
{Journal of Magnetism and Magnetic Materials}, 419, pages: 517-520, North-Holland, Amsterdam, 2016 (article)
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Callini, E., Aguey-Zinsou, K., Ahuja, R., Ares, J. R., Bals, S., Biliskov, N., Chakraborty, S., Charalambopoulou, G., Chaudhary, A., Cuevas, F., Dam, B., de Jongh, P., Dornheim, M., Filinchuk, Y., Grbovic-Novakovic, J., Hirscher, M., Jensen, T. R., Jensen, P. B., Novakovic, N., Lai, Q., Leardini, F., Gattia, D. M., Pasquini, L., Steriotis, T., Turner, S., Vegge, T., Züttel, A., Montone, A.
Nanostructured materials for solid-state hydrogen storage: A review of the achievement of COST Action MP1103
{International Journal of Hydrogen Energy}, 41(32):14404-14428, Elsevier, Amsterdam, 2016 (article)
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Stahl, C., Ruoß, S., Weigand, M., Bechtel, M., Schütz, G., Albrecht, J.
Magnetic X-ray microscopy at low temperatures - Visualization of flux distributions in superconductors
{AIP Conference Proceedings}, 1696, AIP Publishing, Melville, NY, 2016 (article)
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Bisig, A., Akosa, C. A., Moon, J., Rhensius, J., Moutafis, C., von Bieren, A., Heidler, J., Kiliani, G., Kammerer, M., Curcic, M., Weigand, M., Tyliszczak, T., Van Waeyenberge, B., Stoll, H., Schütz, G., Lee, K., Manchon, A., Kläui, M.
Enhanced non-adiabaticity in vortex cores due to the emergent Hall effect
{Physical Review Letters}, 117(27), American Physical Society, Woodbury, N.Y., 2016 (article)
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Albrecht, J., Brück, S., Stahl, C., Ruoß, S.
Quantitative magneto-optical analysis of the role of finite temperatures on the critical state in YBCO thin films
{Superconductor Science and Technology}, 29(11), IOP Pub., Bristol, 2016 (article)
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Vitiello, Nicola, Ijspeert, Auke J, Schaal, S.
Bioinspired Motor Control for Articulated Robots [From the Guest Editors]
IEEE Robotics {\&} Automation Magazine, 23(1):20-21, 2016 (article)
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Herzog, A., Schaal, S., Righetti, L.
Structured contact force optimization for kino-dynamic motion generation
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Balancing and Walking Using Full Dynamics LQR Control With Contact Constraints
In 2016 IEEE-RAS 16th International Conference on Humanoid Robots (Humanoids), pages: 63-68, IEEE, Cancun, Mexico, 2016 (inproceedings)
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Bio-inspired feedback-circuit implementation of discrete, free energy optimizing, winner-take-all computations
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{Scientific Reports}, 6, Nature Publishing Group, London, UK, 2016 (article)
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Noske, M., Stoll, H., Fähnle, M., Gangwar, A., Woltersdorf, G., Slavin, A., Weigand, M., Dieterle, G., Förster, J., Back, C. H., Schütz, G.
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{Journal of Applied Physics}, 119(17), AIP Publishing, New York, NY, 2016 (article)
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Magnetic vortex cores as tunable spin-wave emitters
{Nature Nanotechnology}, 11(11):948-953, Nature Publishing Group, London, 2016 (article)
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Schlichtenmayer, M., Hirscher, M.
The usable capacity of porous materials for hydrogen storage
{Applied Physics A}, 122(4), Springer-Verlag Heidelberg, Heidelberg, 2016 (article)
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Straumal, B. B., Protasova, S. G., Mazilkin, A. A., Goering, E., Schütz, G., Straumal, P. B., Baretzky, B.
Ferromagnetic behaviour of ZnO: the role of grain boundaries
{Beilstein Journal of Nanotechnology}, 7, pages: 1936-1947, Beilstein-Institut, Frankfurt am Main, 2016 (article)
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Localized domain wall nucleation dynamics in asymmetric ferromagnetic rings revealed by direct time-resolved magnetic imaging
{Physical Review B}, 94(2), American Physical Society, Woodbury, NY, 2016 (article)