Bernhard Schölkopf - Publications

Affiliations: 
Max Planck Institute for Biological Cybernetics, Tübingen, Baden-Württemberg, Germany 
Area:
Machine Learning

46 high-probability publications. We are testing a new system for linking publications to authors. You can help! If you notice any inaccuracies, please sign in and mark papers as correct or incorrect matches. If you identify any major omissions or other inaccuracies in the publication list, please let us know.

Year Citation  Score
2021 Dax M, Green SR, Gair J, Macke JH, Buonanno A, Schölkopf B. Real-Time Gravitational Wave Science with Neural Posterior Estimation. Physical Review Letters. 127: 241103. PMID 34951790 DOI: 10.1103/PhysRevLett.127.241103  0.608
2020 Meding K, Bruijns SA, Schölkopf B, Berens P, Wichmann FA. Phenomenal Causality and Sensory Realism. I-Perception. 11: 2041669520927038. PMID 32537119 DOI: 10.1177/2041669520927038  0.752
2019 Mastakouri AA, Scholkopf B, Grosse-Wentrup M. Beta Power May Meditate the Effect of Gamma-TACS on Motor Performance. Conference Proceedings : ... Annual International Conference of the Ieee Engineering in Medicine and Biology Society. Ieee Engineering in Medicine and Biology Society. Annual Conference. 2019: 5902-5908. PMID 31947193 DOI: 10.1109/EMBC.2019.8856416  0.625
2017 Hohmann MR, Fomina T, Jayaram V, Emde T, Just J, Synofzik M, Schölkopf B, Schöls L, Grosse-Wentrup M. Case series: Slowing alpha rhythm in late-stage ALS patients. Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology. 129: 406-408. PMID 29291492 DOI: 10.1016/J.Clinph.2017.11.013  0.612
2017 Jayaram V, Hohmann M, Just J, Schölkopf B, Grosse-Wentrup M. Task-induced frequency modulation features for brain-computer interfacing. Journal of Neural Engineering. 14: 056015. PMID 28925374 DOI: 10.1088/1741-2552/Aa7778  0.627
2017 Fomina T, Weichwald S, Synofzik M, Just J, Schöls L, Schölkopf B, Grosse-Wentrup M. Absence of EEG correlates of self-referential processing depth in ALS. Plos One. 12: e0180136. PMID 28662161 DOI: 10.1371/Journal.Pone.0180136  0.61
2016 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: 066021. PMID 27841159 DOI: 10.1088/1741-2560/13/6/066021  0.617
2015 Fomina T, Hohmann M, Scholkopf B, Grosse-Wentrup M. Identification of the Default Mode Network with electroencephalography. Conference Proceedings : ... Annual International Conference of the Ieee Engineering in Medicine and Biology Society. Ieee Engineering in Medicine and Biology Society. Annual Conference. 2015: 7566-7569. PMID 26738043 DOI: 10.1109/EMBC.2015.7320143  0.616
2015 Jayaram V, Widmann N, Forster C, Fomina T, Hohmann M, Muller Vom Hagen J, Synofzik M, Scholkopf B, Schols L, Grosse-Wentrup M. Brain-computer interfacing in amyotrophic lateral sclerosis: Implications of a resting-state EEG analysis. Conference Proceedings : ... Annual International Conference of the Ieee Engineering in Medicine and Biology Society. Ieee Engineering in Medicine and Biology Society. Annual Conference. 2015: 6979-6982. PMID 26737898 DOI: 10.1109/EMBC.2015.7319998  0.635
2015 Grosse-Wentrup M, Janzing D, Siegel M, Schölkopf B. Identification of causal relations in neuroimaging data with latent confounders: An instrumental variable approach. Neuroimage. PMID 26518633 DOI: 10.1016/J.Neuroimage.2015.10.062  0.638
2015 Besserve M, Lowe SC, Logothetis NK, Schölkopf B, Panzeri S. Shifts of Gamma Phase across Primary Visual Cortical Sites Reflect Dynamic Stimulus-Modulated Information Transfer. Plos Biology. 13: e1002257. PMID 26394205 DOI: 10.1371/Journal.Pbio.1002257  0.721
2015 Weichwald S, Meyer T, Özdenizci O, Schölkopf B, Ball T, Grosse-Wentrup M. Causal interpretation rules for encoding and decoding models in neuroimaging. Neuroimage. 110: 48-59. PMID 25623501 DOI: 10.1016/J.Neuroimage.2015.01.036  0.648
2015 Küffner R, Zach N, Norel R, Hawe J, Schoenfeld D, Wang L, Li G, Fang L, Mackey L, Hardiman O, Cudkowicz M, Sherman A, Ertaylan G, Grosse-Wentrup M, Hothorn T, et al. Crowdsourced analysis of clinical trial data to predict amyotrophic lateral sclerosis progression. Nature Biotechnology. 33: 51-7. PMID 25362243 DOI: 10.1038/Nbt.3051  0.729
2014 Grosse-Wentrup M, Schölkopf B. A brain-computer interface based on self-regulation of gamma-oscillations in the superior parietal cortex. Journal of Neural Engineering. 11: 056015. PMID 25125446 DOI: 10.1088/1741-2560/11/5/056015  0.622
2014 Meyer T, Peters J, Zander TO, Schölkopf B, Grosse-Wentrup M. Predicting motor learning performance from Electroencephalographic data. Journal of Neuroengineering and Rehabilitation. 11: 24. PMID 24594233 DOI: 10.1186/1743-0003-11-24  0.671
2013 Janzing D, Balduzzi D, Grosse-Wentrup M, Schölkopf B. Quantifying causal influences Annals of Statistics. 41: 2324-2358. DOI: 10.1214/13-Aos1145  0.619
2013 Besserve M, Logothetis NK, Schölkopf B. Statistical analysis of coupled time series with Kernel Cross-Spectral Density operators Advances in Neural Information Processing Systems 0.707
2012 Grosse-Wentrup M, Schölkopf B. High γ-power predicts performance in sensorimotor-rhythm brain-computer interfaces. Journal of Neural Engineering. 9: 046001. PMID 22713543 DOI: 10.1088/1741-2560/9/4/046001  0.631
2011 Gomez-Rodriguez M, Grosse-Wentrup M, Hill J, Gharabaghi A, Scholkopf B, Peters J. Towards brain-robot interfaces in stroke rehabilitation. Ieee ... International Conference On Rehabilitation Robotics : [Proceedings]. 2011: 5975385. PMID 22275589 DOI: 10.1109/ICORR.2011.5975385  0.625
2011 Gomez-Rodriguez M, Peters J, Hill J, Schölkopf B, Gharabaghi A, Grosse-Wentrup M. Closing the sensorimotor loop: haptic feedback facilitates decoding of motor imagery. Journal of Neural Engineering. 8: 036005. PMID 21474878 DOI: 10.1088/1741-2560/8/3/036005  0.615
2011 Grosse-Wentrup M, Schölkopf B, Hill J. Causal influence of gamma oscillations on the sensorimotor rhythm. Neuroimage. 56: 837-42. PMID 20451626 DOI: 10.1016/J.Neuroimage.2010.04.265  0.631
2011 Kitching T, Amara A, Gill M, Harmeling S, Heymans C, Massey R, Rowe B, Schrabback T, Voigt L, Balan S, Bernstein G, Bethge M, Bridle S, Courbin F, Gentile M, et al. Gravitational Lensing Accuracy Testing 2010 (GREAT10) Challenge Handbook Annals of Applied Statistics. 5: 2231-2263. DOI: 10.1214/11-Aoas484  0.466
2011 Besserve M, Janzing D, Logothetis NK, Schölkopf B. Finding dependencies between frequencies with the kernel cross-spectral density Icassp, Ieee International Conference On Acoustics, Speech and Signal Processing - Proceedings. 2080-2083. DOI: 10.1109/ICASSP.2011.5946735  0.703
2010 Besserve M, Schölkopf B, Logothetis NK, Panzeri S. Causal relationships between frequency bands of extracellular signals in visual cortex revealed by an information theoretic analysis. Journal of Computational Neuroscience. 29: 547-66. PMID 20396940 DOI: 10.1007/S10827-010-0236-5  0.727
2010 Bridle S, Balan ST, Bethge M, Gentile M, Harmeling S, Heymans C, Hirsch M, Hosseini R, Jarvis M, Kirk D, Kitching T, Kuijken K, Lewis A, Paulin-Henriksson S, Schölkopf B, et al. Results of the GREAT08 Challenge: an image analysis competition for cosmological lensing Monthly Notices of the Royal Astronomical Society. 405: 2044-2061. DOI: 10.1111/J.1365-2966.2010.16598.X  0.427
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 Proceedings - Workshop On Brain Decoding: Pattern Recognition Challenges in Neuroimaging, Wbd 2010 - in Conjunction With Theinternational Conference On Pattern Recognition, Icpr 2010. 36-39. DOI: 10.1109/WBD.2010.17  0.606
2010 Gomez-Rodriguez M, Peterst J, Hin J, Schölkopf B, Gharabaghi A, Grosse-Wentrup M. Closing the sensorimotor loop: Haptic feedback facilitates decoding of arm movement imagery Conference Proceedings - Ieee International Conference On Systems, Man and Cybernetics. 121-126. DOI: 10.1109/ICSMC.2010.5642217  0.606
2009 Barbero A, Franz M, van Drongelen W, Dorronsoro JR, Schölkopf B, Grosse-Wentrup M. Implicit Wiener series analysis of epileptic seizure recordings. Conference Proceedings : ... Annual International Conference of the Ieee Engineering in Medicine and Biology Society. Ieee Engineering in Medicine and Biology Society. Annual Conference. 2009: 5304-7. PMID 19963892 DOI: 10.1109/IEMBS.2009.5333080  0.621
2009 Kienzle W, Franz MO, Schölkopf B, Wichmann FA. Center-surround patterns emerge as optimal predictors for human saccade targets. Journal of Vision. 9: 7.1-15. PMID 19757885 DOI: 10.1167/9.5.7  0.746
2009 Jäkel F, Schölkopf B, Wichmann FA. Does cognitive science need kernels? Trends in Cognitive Sciences. 13: 381-8. PMID 19729333 DOI: 10.1016/j.tics.2009.06.002  0.754
2009 Corfield D, Schölkopf B, Vapnik V. Falsificationism and statistical learning theory: Comparing the popper and vapnik-chervonenkis dimensions Journal For General Philosophy of Science. 40: 51-58. DOI: 10.1007/S10838-009-9091-3  0.666
2009 Sinz FH, Chapelle O, Agarwal A, Schölkopf B. An analysis of inference with the Universum Advances in Neural Information Processing Systems 20 - Proceedings of the 2007 Conference 0.665
2008 Jäkel F, Schölkopf B, Wichmann FA. Generalization and similarity in exemplar models of categorization: insights from machine learning. Psychonomic Bulletin & Review. 15: 256-71. PMID 18488638 DOI: 10.3758/PBR.15.2.256  0.754
2008 Macke JH, Maack N, Gupta R, Denk W, Schölkopf B, Borst A. Contour-propagation algorithms for semi-automated reconstruction of neural processes. Journal of Neuroscience Methods. 167: 349-57. PMID 17870180 DOI: 10.1016/j.jneumeth.2007.07.021  0.605
2008 Breuer P, Kim KI, Kienzle W, Schölkopf B, Blanz V. Automatic 3D face reconstruction from single images or video 2008 8th Ieee International Conference On Automatic Face and Gesture Recognition, Fg 2008. DOI: 10.1109/AFGR.2008.4813339  0.557
2008 Jäkel F, Schölkopf B, Wichmann FA. Similarity, kernels, and the triangle inequality Journal of Mathematical Psychology. 52: 297-303. DOI: 10.1016/j.jmp.2008.03.001  0.732
2007 Rätsch G, Sonnenburg S, Srinivasan J, Witte H, Müller KR, Sommer RJ, Schölkopf B. Improving the Caenorhabditis elegans genome annotation using machine learning. Plos Computational Biology. 3: e20. PMID 17319737 DOI: 10.1371/Journal.Pcbi.0030020  0.59
2007 Jäkel F, Schölkopf B, Wichmann FA. A tutorial on kernel methods for categorization Journal of Mathematical Psychology. 51: 343-358. DOI: 10.1016/j.jmp.2007.06.002  0.757
2007 Kienzle W, Wichmann FA, Schölkopf B, Franz MO. A nonparametric approach to bottom-up visual saliency Advances in Neural Information Processing Systems. 689-696.  0.731
2007 Steinke F, Schölkopf B, Blanz V. Learning dense 3D correspondence Advances in Neural Information Processing Systems. 1313-1320.  0.607
2007 Kienzle W, Schölkopf B, Wichmann FA, Franz MO. How to find interesting locations in video: A spatiotemporal interest point detector learned from human eye movements Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 4713: 405-414.  0.75
2006 Gretton A, Belitski A, Murayama Y, Schölkopf B, Logothetis N. The effect of artifacts on dependence measurement in fMRI. Magnetic Resonance Imaging. 24: 401-9. PMID 16677946 DOI: 10.1016/J.Mri.2005.12.036  0.438
2001 Müller KR, Mika S, Rätsch G, Tsuda K, Schölkopf B. An introduction to kernel-based learning algorithms. Ieee Transactions On Neural Networks / a Publication of the Ieee Neural Networks Council. 12: 181-201. PMID 18244377 DOI: 10.1109/72.914517  0.621
2000 Zien A, Rätsch G, Mika S, Schölkopf B, Lengauer T, Müller KR. Engineering support vector machine kernels that recognize translation initiation sites. Bioinformatics (Oxford, England). 16: 799-807. PMID 11108702  0.574
1999 Schölkopf B, Mika S, Burges CC, Knirsch P, Müller KR, Rätsch G, Smola AJ. Input space versus feature space in kernel-based methods. Ieee Transactions On Neural Networks / a Publication of the Ieee Neural Networks Council. 10: 1000-17. PMID 18252603 DOI: 10.1109/72.788641  0.573
1998 Smola AJ, Schölkopf B, Müller KR. The connection between regularization operators and support vector kernels. Neural Networks : the Official Journal of the International Neural Network Society. 11: 637-649. PMID 12662802  0.571
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