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Author Details

Bernhard Sch??lkopf
Max-Planck Institute for Intelligent Systems.
1998
109
38
PMIDPaper TitleJournal TitlePublished Year
36729536Better Together: Data Harmonization and Cross-Study Analysis of Abdominal MRI Data From UK Biobank and the German National Cohort.Invest Radiol2023
37550323Getting personal with epigenetics: towards individual-specific epigenomic imputation with machine learning.Nat Commun2023
37126495ResMiCo: Increasing the quality of metagenome-assembled genomes with deep learning.PLoS Comput Biol2023
37277483Quantification of intratumoural heterogeneity in mice and patients via machine-learning models trained on PET-MRI data.Nat Biomed Eng2023
37172245Neural Importance Sampling for Rapid and Reliable Gravitational-Wave Inference.Phys Rev Lett2023
37304758Evaluating vaccine allocation strategies using simulation-assisted causal modeling.Patterns (N Y)2023
37028299Multiplane Diffractive Acoustic Networks.IEEE Trans Ultrason Ferroelectr Freq Control2023
36753553Compact holographic sound fields enable rapid one-step assembly of matter in 3D.Sci Adv2023
36195599A whole-body FDG-PET/CT Dataset with manually annotated Tumor Lesions.Sci Data2022
36333523Automated imaging-based abdominal organ segmentation and quality control in 20,000 participants of the UK Biobank and German National Cohort Studies.Sci Rep2022
34591793Detection of diabetes from whole-body MRI using deep learning.JCI Insight2021
33594046Real-time prediction of COVID-19 related mortality using electronic health records.Nat Commun2021
33755247MRzero - Automated discovery of MRI sequences using supervised learning.Magn Reson Med2021
34951790Real-Time Gravitational Wave Science with Neural Posterior Estimation.Phys Rev Lett2021
35233556Simpson's Paradox in COVID-19 Case Fatality Rates: A Mediation Analysis of Age-Related Causal Effects.IEEE Trans Artif Intell2021
34392229Uncertainty estimation and explainability in deep learning-based age estimation of the human brain: Results from the German National Cohort MRI study.Comput Med Imaging Graph2021
31483527A 32-channel multi-coil setup optimized for human brain shimming at 9.4T.Magn Reson Med2020
30670661Enhancing human learning via spaced repetition optimization.Proc Natl Acad Sci U S A2019
33816822Analysis of cause-effect inference by comparing regression errors.PeerJ Comput Sci2019
31947193Beta Power May Meditate the Effect of Gamma-TACS on Motor Performance.Annu Int Conf IEEE Eng Med Biol Soc2019
31201306Inferring causation from time series in Earth system sciences.Nat Commun2019
31025413Spread-spectrum magnetic resonance imaging.Magn Reson Med2019
29291492Case series: Slowing alpha rhythm in late-stage ALS patients.Clin Neurophysiol2018
30191079Generalized Score Functions for Causal Discovery.KDD2018
29993740Discriminative Transfer Learning for General Image Restoration.IEEE Trans Image Process2018
30034911Learning causality and causality-related learning: some recent progress.Natl Sci Rev2018
29615972Prediction of Glucose Tolerance without an Oral Glucose Tolerance Test.Front Endocrinol (Lausanne)2018
29352498Autofocusing-based phase correction.Magn Reson Med2018
27811120Spectral Clustering Predicts Tumor Tissue Heterogeneity Using Dynamic <sup>18</sup>F-FDG PET: A Complement to the Standard Compartmental Modeling Approach.J Nucl Med2017
29899680Causal Discovery from Temporally Aggregated Time Series.Uncertain Artif Intell2017
31068766Behind Distribution Shift: Mining Driving Forces of Changes and Causal Arrows.Proc IEEE Int Conf Data Min2017
28966540Causal Discovery from Nonstationary/Heterogeneous Data: Skeleton Estimation and Orientation Determination.IJCAI (U S)2017
28925374Task-induced frequency modulation features for brain-computer interfacing.J Neural Eng2017
28662161Absence of EEG correlates of self-referential processing depth in ALS.PLoS One2017
27986896easyGWAS: A Cloud-Based Platform for Comparing the Results of Genome-Wide Association Studies.Plant Cell2017
27734253A Novel Unsupervised Segmentation Approach Quantifies Tumor Tissue Populations Using Multiparametric MRI: First Results with Histological Validation.Mol Imaging Biol2017
27382154Modeling confounding by half-sibling regression.Proc Natl Acad Sci U S A2016
28239433Domain Adaptation with Conditional Transferable Components.JMLR Workshop Conf Proc2016
26518633Identification of causal relations in neuroimaging data with latent confounders: An instrumental variable approach.Neuroimage2016
26415157Learning to Deblur.IEEE Trans Pattern Anal Mach Intell2016
27590971A cognitive brain-computer interface for patients with amyotrophic lateral sclerosis.Prog Brain Res2016
27841159Self-regulation of brain rhythms in the precuneus: a novel BCI paradigm for patients with ALS.J Neural Eng2016
24760736Blind multirigid retrospective motion correction of MR images.Magn Reson Med2015
26394205Shifts of Gamma Phase across Primary Visual Cortical Sites Reflect Dynamic Stimulus-Modulated Information Transfer.PLoS Biol2015
26738043Identification of the Default Mode Network with electroencephalography.Annu Int Conf IEEE Eng Med Biol Soc2015
26737898Brain-computer interfacing in amyotrophic lateral sclerosis: Implications of a resting-state EEG analysis.Annu Int Conf IEEE Eng Med Biol Soc2015
25623501Causal interpretation rules for encoding and decoding models in neuroimaging.Neuroimage2015
25719660Artificial intelligence: Learning to see and act.Nature2015
25461588Towards denoising XMCD movies of fast magnetization dynamics using extended Kalman filter.Ultramicroscopy2015
25362243Crowdsourced analysis of clinical trial data to predict amyotrophic lateral sclerosis progression.Nat Biotechnol2015
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Collaborators

Gunnar R??tsch
ETH Zurich
Co-authored papers 10
Clark Glymour
Carnegie Mellon University
Co-authored papers 7
Matthias Hohmann
Max Planck Institute for Intelligent Systems
Co-authored papers 5
Klaus-Robert M??ller
Google Research
Co-authored papers 5
Ben Glocker
Imperial College London
Co-authored papers 2
Bertram M??ller-Myhsok
Max Planck Institute of Psychiatry
Co-authored papers 2
Georg Zeller
Max Planck Institute for Developmental Biology
Co-authored papers 2
Matthias B Schulze
Co-authored papers 2
Henry V??lzke
Institute for Community Medicine, Ernst Moritz Arndt University
Co-authored papers 2
Oliver Stegle
Wellcome Sanger Institute
Co-authored papers 1
Gustavo Stolovitzky
IBM T.J. Watson Research Center
Co-authored papers 1
David W Hogg
Co-authored papers 1
J??rgen Hetzel
Eberhard Karls University
Co-authored papers 1
Stefan Bauer
Max Planck Institute for Intelligent Systems
Co-authored papers 1
Sonali Parbhoo
Imperial College London
Co-authored papers 1
Asa Ben-Hur
Colorado State University
Co-authored papers 1
Joseph R Ecker
The Salk Institute for Biological Studies
Co-authored papers 1
Leo Anthony Celi
Harvard T.H. Chan School of Public Health, MIT
Co-authored papers 1
Timo Sachsenberg
Institute for Bioinformatics and Medical Informatics, University of Tubingen
Co-authored papers 1
Martin Hrab?? de Angelis
German Center for Diabetes Research (DZD e.V.)
Co-authored papers 1
Kelly A Frazer
University of California, USA Institute for Genomic Medicine
Co-authored papers 1
Timothy S Davison
Co-authored papers 1
Stephan Ossowski
Institute of Medical Genetics and Applied Genomics, University of Tubingen
Co-authored papers 1
Bernhard Hemmer
Technical University of Munich
Co-authored papers 1
Raquel Norel
IBM T.J. Watson Research Center
Co-authored papers 1
Markus Hofer
Cantonal Hospital of Winterthur
Co-authored papers 1
Michael Tangermann
University of Freiburg
Co-authored papers 1
Arash Mehrjou
Max Planck Institute for Intelligent Systems
Co-authored papers 1
Bastian Greshake Tzovaras
Universite Paris Cite, Inserm
Co-authored papers 1
Thorsten O Zander
Brandenburg University of Technology
Co-authored papers 1
Release 1.2