Publications of B Schölkopf

Janzing, D.; Sgouritsa, E.; Stegle, O.; Peters, J.; Schölkopf, B.: Detecting low-complexity unobserved causes. In: 27th Conference on Uncertainty in Artificial Intelligence (UAI 2011), pp. 383 - 391 (Eds. Cozman, F.; Pfeffer, A.). 27th Conference on Uncertainty in Artificial Intelligence (UAI 2011), Barcelona, Spain, July 14, 2011 - July 17, 2011. AUAI Press, Corvallis, OR, USA (2011)

Peters, J.; Mooij, J.; Janzing, D.; Schölkopf, B.: Identifiability of causal graphs using functional models. In: 27th Conference on Uncertainty in Artificial Intelligence (UAI 2011), pp. 589 - 598 (Eds. Cozman, F.; Pfeffer, A.). 27th Conference on Uncertainty in Artificial Intelligence (UAI 2011), Barcelona, Spain. AUAI Press, Corvallis, OR, USA (2011)

Zhang, K.; Peters, J.; Janzing, D.; Schölkopf, B.: Kernel-based Conditional Independence Test and Application in Causal Discovery. In: 27th Conference on Uncertainty in Artificial Intelligence (UAI 2011), pp. 804 - 813 (Eds. Cozman, F.; Pfeffer, A.). 27th Conference on Uncertainty in Artificial Intelligence (UAI 2011), Barcelona, Spain. AUAI Press, Corvallis, OR, USA (2011)

Alvarez, M.; Peters, J.; Schölkopf, B.; Lawrence, N.: Switched Latent Force Models for Movement Segmentation. Twenty-Fourth Annual Conference on Neural Information Processing Systems (NIPS 2010), Vancouver, BC, Canada, December 06, 2010 - December 11, 2010. Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010, pp. 55 - 63 (2011)

Harmeling, S.; Hirsch, M.; Schölkopf, B.: Space-Variant Single-Image Blind Deconvolution for Removing Camera Shake. Twenty-Fourth Annual Conference on Neural Information Processing Systems (NIPS 2010), Vancouver, BC, Canada, December 06, 2010 - December 11, 2010. Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010, pp. 829 - 837 (2011)

Mooij, J.; Stegle, O.; Janzing, D.; Zhang, K.; Schölkopf, B.: Probabilistic latent variable models for distinguishing between cause and effect. Twenty-Fourth Annual Conference on Neural Information Processing Systems (NIPS 2010), Vancouver, BC, Canada, December 06, 2010 - December 11, 2010. Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010, pp. 1687 - 1695 (2011)

Burger, H.; Schölkopf, B.; Harmeling, S.: Removing noise from astronomical images using a pixel-specific noise model. In: IEEE International Conference on Computational Photography (ICCP 2011), pp. 1 - 8 (Eds. Lensch, H.; Narasimhan, S.; Testorf, M.). IEEE International Conference on Computational Photography (ICCP 2011), Pittsburgh, PA, USA, April 08, 2011 - April 10, 2011. IEEE, Piscataway, NJ, USA (2011)

Gomez Rodriguez, M.; Peters, J.; Hill, J.; Gharabaghi, a.; Schölkopf, B.; Grosse-Wentrup, M.: Combining Real-Time Brain-Computer Interfacing and Robot Control for Stroke Rehabilitation. In: Brain-Computer Interface Workshop at SIMPAR 2010, pp. 59 - 63. Brain-Computer Interface Workshop at SIMPAR 2010: 2nd International Conference on Simulation, Modeling, and Programming for Autonomous Robots, Darmstadt, Germany, November 15, 2010. (2010)

Gomez Rodriguez, M.; Peters, J.; Hill, J.; Schölkopf, B.; Gharabaghi, A.; Grosse-Wentrup, M.: Closing the sensorimotor loop: Haptic feedback facilitates decoding of arm movement imagery. In: IEEE International Conference on Systems, Man and Cybernetics (SMC 2010), pp. 121 - 126. IEEE International Conference on Systems, Man and Cybernetics (SMC 2010), Istanbul, Turkey, October 10, 2010 - October 13, 2010. IEEE, Piscataway, NJ, USA (2010)

Harmeling, S.; Sra, S.; Hirsch, M.; Schölkopf, B.: Multiframe Blind Deconvolution, Super-Resolution, and Saturation Correction via Incremental EM. In: 17th International Conference on Image Processing (ICIP 2010), pp. 3313 - 3316. 17th International Conference on Image Processing (ICIP 2010), Hong Kong, China, September 26, 2010 - September 29, 2010. IEEE, Piscataway, NJ, USA (2010)

Gomez Rodriguez, M.; Grosse-Wentrup, M.; Peters, J.; Naros, G.; Hill, J.; Schölkopf, B.; Gharabaghi, A.: Epidural ECoG Online Decoding of Arm Movement Intention in Hemiparesis. In: 1st ICPR Workshop on Brain Decoding: Pattern Recognition Challenges in Neuroimaging (ICPR WBD 2010), pp. 36 - 39 (Eds. Richiardi, J.; van de Ville, D.; Davatzikos, C.; Mourao-Miranda, J.). 1st ICPR Workshop on Brain Decoding: Pattern Recognition Challenges in Neuroimaging (ICPR WBD 2010), Istanbul, Turkey, August 22, 2010. IEEE, Piscataway, NJ, USA (2010)

Daniusis, P.; Janzing, D.; Mooij, J.; Zscheischler, J.; Steudel, B.; Zhang, K.; Schölkopf, B.: Inferring deterministic causal relations. In: 26th Conference on Uncertainty in Artificial Intelligence (UAI 2010), pp. 143 - 150 (Eds. Grünwald, P.; Spirtes, P.). 26th Conference on Uncertainty in Artificial Intelligence (UAI 2010), Catalina Island, CA, USA, July 08, 2010 - July 11, 2010. AUAI Press, Corvallis, OR, USA (2010)

Zhang, K.; Schölkopf, B.; Janzing, D.: Invariant Gaussian Process Latent Variable Models and Application in Causal Discovery. In: 26th Conference on Uncertainty in Artificial Intelligence (UAI 2010), pp. 717 - 724 (Eds. Grünwald, P.; Spirtes, P.). 26th Conference on Uncertainty in Artificial Intelligence (UAI 2010), Catalina Island, CA, USA, July 08, 2010 - July 11, 2010. AUAI Press, Corvallis, OR, USA (2010)

Hirsch, M.; Sra, S.; Schölkopf, B.; Harmeling, S.: Efficient Filter Flow for Space-Variant Multiframe Blind Deconvolution. In: Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2010), pp. 607 - 614. Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2010), San Francisco, CA, USA, June 13, 2010 - June 18, 2010. IEEE, Piscataway, NJ, USA (2010)

Janzing, D.; Hoyer, P.; Schölkopf, B.: Telling cause from effect based on high-dimensional observations. In: 27th International Conference on Machine Learning (ICML 2010), pp. 479 - 486 (Eds. Fürnkranz, J.; Joachims, T.). 27th International Conference on Machine Learning (ICML 2010), Haifa, Israel, June 21, 2010 - June 24, 2010. Omnipress, Madison, WI, USA (2010)

Schwamberger, V.; Le, P.; Schölkopf, B.; Franz, M.: The Influence of the Image Basis on Modeling and Steganalysis Performance. In: Information Hiding, pp. 133 - 144 (Eds. Böhme, R.; Fong, P.; Safavi-Naini, R.). 12th International Workshop on Information Hiding (IH 2010), Calgary, AB, Canada, June 28, 2010 - June 30, 2010. Springer, Berlin, Germany (2010)

Sriperumbudur, B.; Fukumizu, K.; Gretton, A.; Schölkopf, B.; Lanckriet, G.: Non-parametric estimation of integral probability metrics. In: IEEE International Symposium on Information Theory (ISIT 2010), pp. 1428 - 1432. IEEE International Symposium on Information Theory (ISIT 2010), Austin, TX, USA, June 13, 2010 - June 18, 2010. IEEE, Piscataway, NJ, USA (2010)

Steudel, B.; Janzing, D.; Schölkopf, B.: Causal Markov condition for submodular information measures. In: 23rd Annual Conference on Learning Theory (COLT 2010), pp. 464 - 476 (Eds. Tauman Kalai, A.; Mohri, M.). 23rd Annual Conference on Learning Theory (COLT 2010), Haifa, Israel, June 27, 2010 - June 29, 2010. OmniPress, Madison, WI, USA (2010)

Kober, J.; Mülling, K.; Krömer, O.; Lampert, C.; Schölkopf, B.; Peters, J.: Movement Templates for Learning of Hitting and Batting. In: 2010 IEEE International Conference on Robotics and Automation (ICRA 2010), pp. 853 - 858. 2010 IEEE International Conference on Robotics and Automation (ICRA 2010), Anchorage, AK, USA, May 03, 2010 - May 07, 2010. IEEE, Piscataway, NJ, USA (2010)

Peters, J.; Janzing, D.; Schölkopf, B.: Identifying Cause and Effect on Discrete Data using Additive Noise Models. Thirteenth International Conference on Artificial Intelligence and Statistics (AI & Statistics 2010), Chia Laguna Resort, Italy, May 13, 2010 - May 15, 2010. JMLR Workshop and Conference Proceedings 9, pp. 597 - 604 (2010)