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Langovoy, M., Sra, S.
Statistical estimation for optimization problems on graphs
In pages: 1-6, NIPS Workshop on Discrete Optimization in Machine Learning (DISCML): Uncertainty, Generalization and Feedback , December 2011 (inproceedings)
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Del Favero, S., Varagnolo, D., Dinuzzo, F., Schenato, L., Pillonetto, G.
On the discardability of data in Support Vector Classification problems
In pages: 3210-3215, IEEE, Piscataway, NJ, USA, 50th IEEE Conference on Decision and Control and European Control Conference (CDC - ECC), December 2011 (inproceedings)
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Balduzzi, D.
Information, learning and falsification
In pages: 1-4, NIPS Philosophy and Machine Learning Workshop, December 2011 (inproceedings)
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Zhang, K., Hyvärinen, A.
A general linear non-Gaussian state-space model: Identifiability, identification, and applications
In JMLR Workshop and Conference Proceedings Volume 20, pages: 113-128, (Editors: Hsu, C.-N. , W.S. Lee ), MIT Press, Cambridge, MA, USA, 3rd Asian Conference on Machine Learning (ACML), November 2011 (inproceedings)
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Schuler, C., Hirsch, M., Harmeling, S., Schölkopf, B.
Non-stationary correction of optical aberrations
In pages: 659-666 , (Editors: DN Metaxas and L Quan and A Sanfeliu and LJ Van Gool), IEEE, Piscataway, NJ, USA, 13th IEEE International Conference on Computer Vision (ICCV), November 2011 (inproceedings)
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Dinuzzo, F., Fukumizu, K.
Learning low-rank output kernels
In JMLR Workshop and Conference Proceedings Volume 20, pages: 181-196, (Editors: Hsu, C.-N. , W.S. Lee), JMLR, Cambridge, MA, USA, 3rd Asian Conference on Machine Learning (ACML) , November 2011 (inproceedings)
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Panagiotaropoulos, T., Besserve, M., Crocker, B., Kapoor, V., Tolias, A., Panzeri, S., Logothetis, N.
Spatiotemporal mapping of rhythmic activity in the inferior convexity of the macaque prefrontal cortex
41(239.15), 41st Annual Meeting of the Society for Neuroscience (Neuroscience), November 2011 (poster)
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Hong, A., Cho, JH., Lee, DY.
Stability Condition for Teleoperation System with Packet Loss
In pages: 760-761, 2011 KSME Annual Fall Conference, November 2011 (inproceedings)
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Hirsch, M., Schuler, C., Harmeling, S., Schölkopf, B.
Fast removal of non-uniform camera shake
In pages: 463-470 , (Editors: DN Metaxas and L Quan and A Sanfeliu and LJ Van Gool), IEEE, Piscataway, NJ, USA, 13th IEEE International Conference on Computer Vision (ICCV), November 2011 (inproceedings)
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Mantlik, F., Hofmann, M., Bezrukov, I., Schmidt, H., Kolb, A., Beyer, T., Reimold, M., Schölkopf, B., Pichler, B.
Evaluation and Optimization of MR-Based Attenuation Correction Methods in Combined Brain PET/MR
2011(MIC18.M-96), 2011 IEEE Nuclear Science Symposium, Medical Imaging Conference (NSS-MIC), October 2011 (poster)
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Bezrukov, I., Schmidt, H., Mantlik, F., Schwenzer, N., Hofmann, M., Schölkopf, B., Pichler, B.
Atlas- and Pattern Recognition Based Attenuation Correction on Simultaneous Whole-Body PET/MR
2011(MIC18.M-116), 2011 IEEE Nuclear Science Symposium, Medical Imaging Conference (NSS-MIC), October 2011 (poster)
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Loktyushin, A., Nickisch, H., Pohmann, R.
Retrospective blind motion correction of MR images
Magnetic Resonance Materials in Physics, Biology and Medicine, 24(Supplement 1):498, 28th Annual Scientific Meeting ESMRMB, October 2011 (poster)
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Blecher, W., Pohmann, R., Schölkopf, B., Seeger, M.
Model based reconstruction for GRE EPI
Magnetic Resonance Materials in Physics, Biology and Medicine, 24(Supplement 1):493-494, 28th Annual Scientific Meeting ESMRMB, October 2011 (poster)
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Wagenknecht, G., Rota Kops, E., Mantlik, F., Fried, E., Pilz, T., Hautzel, H., Tellmann, L., Pichler, B., Herzog, H.
Attenuation correction in MR-BrainPET with segmented T1-weighted MR images of the patient’s head: A comparative study with CT
In pages: 2261-2266 , IEEE, Piscataway, NJ, USA, IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), October 2011 (inproceedings)
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Brendle, C., Sauter, A., Schmidt, H., Schraml, C., Bezrukov, I., Martirosian, P., Hetzel, J., Müller, M., Claussen, C., Schwenzer, N., Pfannenberg, C.
Simultaneous multimodal imaging of patients with bronchial carcinoma in a whole body MR/PET system
Magnetic Resonance Materials in Physics, Biology and Medicine, 24(Supplement 1):141, 28th annual scientific meeting of the European Society for Magnetic Resonance in Medicine and Biology (ESMRB), October 2011 (poster)
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Wang, Z., Lampert, C., Mülling, K., Schölkopf, B., Peters, J.
Learning anticipation policies for robot table tennis
In pages: 332-337 , (Editors: NM Amato), IEEE, Piscataway, NJ, USA, IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), September 2011 (inproceedings)
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Balduzzi, D.
Estimating integrated information with TMS pulses during wakefulness, sleep and under anesthesia
In pages: 4717-4720 , IEEE, Piscataway, NJ, USA, 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (IEEE EMBC), September 2011 (inproceedings)
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Burger, H., Harmeling, S.
Improving Denoising Algorithms via a Multi-scale Meta-procedure
In Pattern Recognition, pages: 206-215, (Editors: Mester, R. , M. Felsberg), Springer, Berlin, Germany, 33rd DAGM Symposium, September 2011 (inproceedings)
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Boularias, A., Kroemer, O., Peters, J.
Learning robot grasping from 3-D images with Markov Random Fields
In pages: 1548-1553 , (Editors: Amato, N.M.), IEEE, Piscataway, NJ, USA, IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), September 2011 (inproceedings)
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Grosse-Wentrup, M.
Neurofeedback of Fronto-Parietal Gamma-Oscillations
In pages: 172-175, (Editors: Müller-Putz, G.R. , R. Scherer, M. Billinger, A. Kreilinger, V. Kaiser, C. Neuper), Verlag der Technischen Universität Graz, Graz, Austria, 5th International Brain-Computer Interface Conference (BCI), September 2011 (inproceedings)
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Bocsi, B., Nguyen-Tuong, D., Csato, L., Schölkopf, B., Peters, J.
Learning inverse kinematics with structured prediction
In pages: 698-703 , (Editors: NM Amato), IEEE, Piscataway, NJ, USA, IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), September 2011 (inproceedings)
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Loktyushin, A., Harmeling, S.
Automatic foreground-background refocusing
In pages: 3445-3448, (Editors: Macq, B. , P. Schelkens), IEEE, Piscataway, NJ, USA, 18th IEEE International Conference on Image Processing (ICIP), September 2011 (inproceedings)
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Kober, J., Oztop, E., Peters, J.
Reinforcement Learning to adjust Robot Movements to New Situations
In Robotics: Science and Systems VI, pages: 33-40, (Editors: Matsuoka, Y. , H. F. Durrant-Whyte, J. Neira), MIT Press, Cambridge, MA, USA, 2010 Robotics: Science and Systems Conference (RSS), September 2011 (inproceedings)
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Saab, J., Battes, B., Grosse-Wentrup, M.
Simultaneous EEG Recordings with Dry and Wet Electrodes in Motor-Imagery
In pages: 312-315, (Editors: Müller-Putz, G.R. , R. Scherer, M. Billinger, A. Kreilinger, V. Kaiser, C. Neuper), Verlag der Technischen Universität Graz, Graz, Austria, 5th International Brain-Computer Interface Conference (BCI), September 2011 (inproceedings)
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Nguyen-Tuong, D., Peters, J.
Learning task-space tracking control with kernels
In pages: 704-709 , (Editors: Amato, N.M.), IEEE, Piscataway, NJ, USA, IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), September 2011 (inproceedings)
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Joubert, P., Nickell, S., Beck, F., Habeck, M., Hirsch, M., Schölkopf, B.
Automatic particle picking using diffusion filtering and random forest classification
In pages: 6, International Workshop on Microscopic Image Analysis with Application in Biology (MIAAB), September 2011 (inproceedings)
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Persello, C., Bruzzone, L.
Active Versus Semi-supervised Learning Paradigm for the Classification of Remote Sensing Images
In pages: 1-15, (Editors: Bruzzone, L.), SPIE, Bellingham, WA, USA, Image and Signal Processing for Remote Sensing XVII, September 2011 (inproceedings)
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Kober, J., Peters, J.
Learning elementary movements jointly with a higher level task
In pages: 338-343 , (Editors: Amato, N.M.), IEEE, Piscataway, NJ, USA, IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), September 2011 (inproceedings)
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Langovoy, M., Habeck, M., Schölkopf, B.
Adaptive nonparametric detection in cryo-electron microscopy
In Proceedings of the 58th World Statistics Congress, pages: 4456-4461, ISI, August 2011 (inproceedings)
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Wang, Z., Boularias, A., Mülling, K., Peters, J.
Balancing Safety and Exploitability in Opponent Modeling
In Proceedings of the Twenty-Fifth AAAI Conference on Artificial Intelligence (AAAI 2011), pages: 1515-1520, (Editors: Burgard, W. and Roth, D.), AAAI Press, Menlo Park, CA, USA, August 2011 (inproceedings)
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Balduzzi, D.
Detecting emergent processes in cellular automata with excess information
In Advances in Artificial Life: ECAL 2011, pages: 55-62, (Editors: Lenaerts, T. , M. Giacobini, H. Bersini, P. Bourgine, M. Dorigo, R. Doursat), MIT Press, Cambridge, MA, USA, Eleventh European Conference on the Synthesis and Simulation of Living Systems, August 2011 (inproceedings)
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Langovoy, M., Habeck, M., Schölkopf, B.
Spatial statistics, image analysis and percolation theory
In pages: 11, American Statistical Association, Alexandria, VA, USA, 2011 Joint Statistical Meetings (JSM), August 2011 (inproceedings)
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Achlioptas, P., Schölkopf, B., Borgwardt, K.
Two-locus association mapping in subquadratic time
In pages: 726-734, (Editors: C Apté and J Ghosh and P Smyth), ACM Press, New York, NY, USA, 17th ACM SIGKKD Conference on Knowledge Discovery and Data Mining (KDD) , August 2011 (inproceedings)
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Persello, C., Bruzzone, L.
A Novel Active Learning Strategy for Domain Adaptation in the Classification of Remote Sensing Images
In pages: 3720-3723 , IEEE, Piscataway, NJ, USA, IEEE International Geoscience and Remote Sensing Symposium (IGARSS), July 2011 (inproceedings)
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Kober, J., Oztop, E., Peters, J.
Reinforcement Learning to adjust Robot Movements to New Situations
In pages: 2650-2655, (Editors: Walsh, T.), AAAI Press, Menlo Park, CA, USA, Twenty-Second International Joint Conference on Artificial Intelligence (IJCAI), July 2011 (inproceedings)
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Jegelka, S., Bilmes, J.
Online submodular minimization for combinatorial structures
In pages: 345-352, (Editors: Getoor, L. , T. Scheffer), International Machine Learning Society, Madison, WI, USA, 28th International Conference on Machine Learning (ICML), July 2011 (inproceedings)
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Seldin, Y., Cesa-Bianchi, N., Laviolette, F., Auer, P., Shawe-Taylor, J., Peters, J.
PAC-Bayesian Analysis of the Exploration-Exploitation Trade-off
In pages: 1-8, ICML Workshop on Online Trading of Exploration and Exploitation 2, July 2011 (inproceedings)
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Janzing, D., Sgouritsa, E., Stegle, O., Peters, J., Schölkopf, B.
Detecting low-complexity unobserved causes
In pages: 383-391, (Editors: FG Cozman and A Pfeffer), AUAI Press, Corvallis, OR, USA, 27th Conference on Uncertainty in Artificial Intelligence (UAI), July 2011 (inproceedings)
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Franc, V., Zien, A., Schölkopf, B.
Support Vector Machines as Probabilistic Models
In Proceedings of the 28th International Conference on Machine Learning, pages: 665-672, (Editors: L Getoor and T Scheffer), International Machine Learning Society, Madison, WI, USA, ICML, July 2011 (inproceedings)
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Peters, J., Mooij, J., Janzing, D., Schölkopf, B.
Identifiability of causal graphs using functional models
In pages: 589-598, (Editors: FG Cozman and A Pfeffer), AUAI Press, Corvallis, OR, USA, 27th Conference on Uncertainty in Artificial Intelligence (UAI), July 2011 (inproceedings)
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Kpotufe, S., von Luxburg, U.
Pruning nearest neighbor cluster trees
In pages: 225-232, (Editors: Getoor, L. , T. Scheffer), International Machine Learning Society, Madison, WI, USA, 28th International Conference on Machine Learning (ICML), July 2011 (inproceedings)
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Zscheischler, J., Janzing, D., Zhang, K.
Testing whether linear equations are causal: A free probability theory approach
In pages: 839-847, (Editors: Cozman, F.G. , A. Pfeffer), AUAI Press, Corvallis, OR, USA, 27th Conference on Uncertainty in Artificial Intelligence (UAI), July 2011 (inproceedings)
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Balduzzi, D.
On the information-theoretic structure of distributed measurements
In pages: 1-15, Elsevier Science, Amsterdam, Netherlands, 7th International Workshop on Developments of Computational Models (DCM), July 2011 (inproceedings)
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Gomez Rodriguez, M., Grosse-Wentrup, M., Hill, J., Gharabaghi, A., Schölkopf, B., Peters, J.
Towards Brain-Robot Interfaces in Stroke Rehabilitation
In pages: 6, IEEE, Piscataway, NJ, USA, 12th International Conference on Rehabilitation Robotics (ICORR), July 2011 (inproceedings)
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Gomez Rodriguez, M., Balduzzi, D., Schölkopf, B.
Uncovering the Temporal Dynamics of Diffusion Networks
In Proceedings of the 28th International Conference on Machine Learning, pages: 561-568, (Editors: L. Getoor and T. Scheffer), Omnipress, Madison, WI, USA, ICML, July 2011 (inproceedings)
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García-García, D., von Luxburg, U., Santos-Rodríguez, R.
Risk-Based Generalizations of f-divergences
In pages: 417-424, (Editors: Getoor, L. , T. Scheffer), International Machine Learning Society, Madison, WI, USA, 28th International Conference on Machine Learning (ICML), July 2011 (inproceedings)
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Zhang, K., Peters, J., Janzing, D., Schölkopf, B.
Kernel-based Conditional Independence Test and Application in Causal Discovery
In pages: 804-813, (Editors: FG Cozman and A Pfeffer), AUAI Press, Corvallis, OR, USA, 27th Conference on Uncertainty in Artificial Intelligence (UAI), July 2011 (inproceedings)
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Jegelka, S., Bilmes, J.
Approximation Bounds for Inference using Cooperative Cut
In pages: 577-584, (Editors: Getoor, L. , T. Scheffer), International Machine Learning Society, Madison, WI, USA, 28th International Conference on Machine Learning (ICML), July 2011 (inproceedings)
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Jegelka, S., Bilmes, J.
Multi-label cooperative cuts
In pages: 1-4, CVPR Workshop on Inference in Graphical Models with Structured Potentials, June 2011 (inproceedings)
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Jegelka, S., Bilmes, J.
Submodularity beyond submodular energies: coupling edges in graph cuts
In pages: 1897-1904, IEEE, Piscataway, NJ, USA, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2011 (inproceedings)