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List of works by Bernhard Schölkopf

A 32-channel multi-coil setup optimized for human brain shimming at 9.4T

scientific article published on 04 September 2019

A Generalized Representer Theorem

A Graphical Model Framework for Decoding in the Visual ERP-Based BCI Speller ⬇️

scientific article published on October 21, 2010

A Kernel Method for the Two-Sample-Problem ⬇️

scientific article published in January 2007

A Kernel Statistical Test of Independence ⬇️

scientific article published in January 2008

A Local Learning Approach for Clustering ⬇️

scientific article published in January 2007

A Machine Learning Approach for Non-blind Image Deconvolution

scholarly article published June 2013

A Nonparametric Approach to Bottom-Up Visual Saliency ⬇️

scientific article published in January 2007

A Novel Unsupervised Segmentation Approach Quantifies Tumor Tissue Populations Using Multiparametric MRI: First Results with Histological Validation

scientific article published on 12 October 2016

A Review of Performance Variations in SMR-Based Brain−Computer Interfaces (BCIs)

article

A blind deconvolution approach for improving the resolution of cryo-EM density maps

scientific article published on March 2011

A blind deconvolution approach for pseudo CT prediction from MR image pairs

A brain-computer interface based on self-regulation of gamma-oscillations in the superior parietal cortex

scientific article published on 15 August 2014

A brain-robot interface for studying motor learning after stroke

A cognitive brain-computer interface for patients with amyotrophic lateral sclerosis

scientific article published on 10 June 2016

A few extreme events dominate global interannual variability in gross primary production

article

A gene expression map of Arabidopsis thaliana development

scientific article (publication date: May 2005)

A kernel view of the dimensionality reduction of manifolds

A systematic search for transiting planets in the K2 data ⬇️

scientific article published in the Astrophysical Journal

A tutorial on support vector regression

scientific article published in August 2004

A tutorial onν-support vector machines

A unifying view of wiener and volterra theory and polynomial kernel regression

scientific article published in December 2006

Absence of EEG correlates of self-referential processing depth in ALS.

scientific article published on 29 June 2017

AdaGAN: Boosting Generative Models ⬇️

scientific article published in January 2017

Adaptive Skip Intervals: Temporal Abstraction for Recurrent Dynamical Models ⬇️

Algorithmic independence of initial condition and dynamical law in thermodynamics and causal inference ⬇️

Algorithmic recourse under imperfect causal knowledge: a probabilistic approach ⬇️

scientific article published in November 2020

An Analysis of Inference with the Universum ⬇️

scientific article published in January 2008

An Auditory Paradigm for Brain-Computer Interfaces ⬇️

scientific article published in January 2005

An Empirical Analysis of Domain Adaptation Algorithms for Genomic Sequence Analysis ⬇️

An introduction to kernel-based learning algorithms

scientific article published in January 2001

An online brain-computer interface based on shifting attention to concurrent streams of auditory stimuli

scientific article

Analysis of cause-effect inference by comparing regression errors

Anticipatory action selection for human–robot table tennis

article by Zhikun Wang et al published June 2017 in Artificial Intelligence

Approximate dual control maintaining the value of information with an application to building control

Artificial intelligence: Learning to see and act.

scientific article

Assessing attention and cognitive function in completely locked-in state with event-related brain potentials and epidural electrocorticography

scientific article published on 21 February 2014

At-TAX: a whole genome tiling array resource for developmental expression analysis and transcript identification in Arabidopsis thaliana

scientific article published on 9 July 2008

Autofocusing-based phase correction.

scientific article

Avoiding Discrimination through Causal Reasoning ⬇️

scientific article published in January 2017

Backward-Compatible Prediction Updates: A Probabilistic Approach ⬇️

scientific article published in 2021

Bayesian Experimental Design of Magnetic Resonance Imaging Sequences ⬇️

Bayesian Kernel Methods

Behind Distribution Shift: Mining Driving Forces of Changes and Causal Arrows

scientific article

Beta Power May Meditate the Effect of Gamma-TACS on Motor Performance

scientific article published on 01 July 2019

Blind Correction of Optical Aberrations

Blind multirigid retrospective motion correction of MR images

scientific article

Blind retrospective motion correction of MR images

scientific article published on 11 February 2013

Brain-computer interfacing in amyotrophic lateral sclerosis: Implications of a resting-state EEG analysis

scientific article published on August 2015

BundleMAP: Anatomically Localized Features from dMRI for Detection of Disease

BundleMAP: Anatomically localized classification, regression, and hypothesis testing in diffusion MRI

scholarly article by Mohammad Khatami et al published March 2017 in Pattern Recognition

Case series: Slowing alpha rhythm in late-stage ALS patients

scientific article published on 26 November 2017

Causal Discovery from Nonstationary/Heterogeneous Data: Skeleton Estimation and Orientation Determination

scientific article published on August 2017

Causal Discovery from Temporally Aggregated Time Series.

scientific article published in August 2017

Causal Inference on Discrete Data Using Additive Noise Models ⬇️

scientific article published on April 5, 2011

Causal Inference on Time Series using Restricted Structural Equation Models ⬇️

Causal analysis of Covid-19 Spread in Germany ⬇️

scientific article published in November 2020

Causal and anti-causal learning in pattern recognition for neuroimaging ⬇️

scholarly article published June 2014

Causal discovery via reproducing kernel Hilbert space embeddings

scientific article published on 7 April 2014

Causal influence of gamma oscillations on the sensorimotor rhythm

scientific article

Causal interpretation rules for encoding and decoding models in neuroimaging ⬇️

scientific article published on 24 January 2015

Causal relationships between frequency bands of extracellular signals in visual cortex revealed by an information theoretic analysis

scientific article

Center-surround patterns emerge as optimal predictors for human saccade targets

scientific article published on 13 May 2009

Characteristic Kernels on Groups and Semigroups ⬇️

Classification of faces in man and machine.

scientific article

Classifying EEG and ECoG signals without subject training for fast BCI implementation: comparison of nonparalyzed and completely paralyzed subjects

scientific article published in June 2006

Closing the sensorimotor loop: haptic feedback facilitates decoding of motor imagery

scientific article

Cluster Kernels for Semi-Supervised Learning ⬇️

scientific article published in January 2003

Common sequence polymorphisms shaping genetic diversity in Arabidopsis thaliana

scientific article

Comparison of view-based object recognition algorithms using realistic 3D models

Computing functions of random variables via reproducing kernel Hilbert space representations

Consistent Kernel Mean Estimation for Functions of Random Variables ⬇️

scientific article published in January 2016

Constructing boosting algorithms from SVMs: an application to one-class classification

scholarly article by Gunnar Rätsch et al published September 2002 in IEEE Transactions on Pattern Analysis and Machine Intelligence

Constructing descriptive and discriminative nonlinear features: rayleigh coefficients in kernel feature spaces

Contour-propagation algorithms for semi-automated reconstruction of neural processes

scientific article

Correcting Sample Selection Bias by Unlabeled Data ⬇️

scientific article published in January 2007

Cost-Sensitive Active Learning With Lookahead: Optimizing Field Surveys for Remote Sensing Data Classification

Covariate Shift by Kernel Mean Matching

Crowdsourced analysis of clinical trial data to predict amyotrophic lateral sclerosis progression

scientific article

Decoding index finger position from EEG using random forests ⬇️

DeepMAsED: Evaluating the quality of metagenomic assemblies

scientific article published on 25 February 2020

Denoising photographs using dark frames optimized by quadratic programming

Depth Estimation Through a Generative Model of Light Field Synthesis ⬇️

Detecting Confounding in Multivariate Linear Models via Spectral Analysis

DiSMEC

Diffeomorphic Dimensionality Reduction ⬇️

Discovering Causal Signals in Images

Discriminative Transfer Learning for General Image Restoration

Distilling Information Reliability and Source Trustworthiness from Digital Traces ⬇️

Does cognitive science need kernels?

scientific article

Domain Adaptation with Conditional Transferable Components

scientific article

EPIBLASTER-fast exhaustive two-locus epistasis detection strategy using graphical processing units

scientific article

Effects of Stimulus Type and of Error-Correcting Code Design on BCI Speller Performance ⬇️

Empirical Inference

Engineering support vector machine kernels that recognize translation initiation sites

scientific article published in September 2000

Enhancing human learning via spaced repetition optimization

scientific article

Estimating Diffusion Network Structures: Recovery Conditions, Sample Complexity & Soft-thresholding Algorithm

Estimating the support of a high-dimensional distribution

scientific article (publication date: July 2001)

Experimentally optimal nu in support vector regression for different noise models and parameter settings

scientific article published in January 2004

Experimentally optimal nu in support vector regression for different noise models and parameter settings

scientific article published on 01 March 2005

Face Detection --- Efficient and Rank Deficient ⬇️

scientific article published in January 2005

Falsificationism and Statistical Learning Theory: Comparing the Popper and Vapnik-Chervonenkis Dimensions

Fast protein classification with multiple networks

scientific article published in September 2005

Feature selection and transduction for prediction of molecular bioactivity for drug design ⬇️

scientific article published on April 12, 2003

Fisher discriminant analysis with kernels

article

Flexible Spatio-Temporal Networks for Video Prediction

Four-legged Walking Gait Control Using a Neuromorphic Chip Interfaced to a Support Vector Learning Algorithm ⬇️

Fragmentation of slow wave sleep after onset of complete locked-in state

scientific article published on September 2013

Frequency peak features for low-channel classification in motor imagery paradigms

From Regularization Operators to Support Vector Kernels ⬇️

GLIDE: GPU-based linear regression for detection of epistasis

scientific article published on 4 September 2012

Generalization and similarity in exemplar models of categorization: insights from machine learning

scientific article

Generalized Score Functions for Causal Discovery

Gravitational Lensing Accuracy Testing 2010 (GREAT10) Challenge Handbook

Guest Editorial

HiFiVE: A Hilbert Space Embedding of Fiber Variability Estimates for Uncertainty Modeling and Visualization

article

High γ-power predicts performance in sensorimotor-rhythm brain-computer interfaces

scientific article published on 19 June 2012

How to Test the Quality of Reconstructed Sources in Independent Component Analysis (ICA) of EEG/MEG Data

Identification of causal relations in neuroimaging data with latent confounders: An instrumental variable approach

scientific article

Identification of the Default Mode Network with electroencephalography

scientific article published in August 2015

Implicit Surfaces with Globally Regularised and Compactly Supported Basis Functions ⬇️

scientific article published in January 2007

Implicit Wiener Series for Higher-Order Image Analysis ⬇️

scientific article published in January 2005

Implicit Wiener series analysis of epileptic seizure recordings

scientific article

Improving alpha matting and motion blurred foreground estimation

Improving the Caenorhabditis elegans Genome Annotation using Machine Learning

scientific article published in 2005

Improving the Caenorhabditis elegans genome annotation using machine learning

scientific article

Incorporating Invariances in Non-Linear Support Vector Machines ⬇️

Inferring causation from time series in Earth system sciences ⬇️

scientific article published on 14 June 2019

Influence Estimation and Maximization in Continuous-Time Diffusion Networks

article published in 2016

Information-geometric approach to inferring causal directions

article published in 2012

Informative Features for Model Comparison ⬇️

Advances in Neural Information Processing Systems 31 (NeurIPS 2018) scholarly article

Input space versus feature space in kernel-based methods

scientific article published on January 1999

Integrating structured biological data by Kernel Maximum Mean Discrepancy

scientific article

Interpolated Policy Gradient: Merging On-Policy and Off-Policy Gradient Estimation for Deep Reinforcement Learning ⬇️

Invariant Feature Extraction and Classification in Kernel Spaces ⬇️

Iterative kernel principal component analysis for image modeling

scientific article published in September 2005

Jointly learning trajectory generation and hitting point prediction in robot table tennis

scholarly article published November 2016

Kernel Choice and Classifiability for RKHS Embeddings of Probability Distributions ⬇️

scientific article published in January 2009

Kernel Dependency Estimation ⬇️

scientific article published in January 2003

Kernel Mean Embedding of Distributions: A Review and Beyond

article

Kernel Mean Estimation via Spectral Filtering ⬇️

scientific article published in January 2014

Kernel Measures of Conditional Dependence ⬇️

Kernel Methods for Detecting the Direction of Time Series

Kernel Methods for Implicit Surface Modeling ⬇️

scientific article published in January 2005

Kernel PCA Pattern Reconstruction via Approximate Pre-Images

Kernel PCA and De-Noising in Feature Spaces ⬇️

scientific article published in January 1999

Kernel Stein Tests for Multiple Model Comparison ⬇️

Kernel methods in machine learning

scientific article published in 2008

Kernel-based tests for joint independence

Large scale genomic sequence SVM classifiers

article published in 2005

Learning Dense 3D Correspondence ⬇️

scientific article published in January 2007

Learning Kernel Tests Without Data Splitting ⬇️

scientific article published in November 2020

Learning View Graphs for Robot Navigation

Learning causality and causality-related learning: some recent progress

Learning from Distributions via Support Measure Machines ⬇️

scientific article published in January 2012

Learning similarity measure for multi-modal 3D image registration

Learning strategies in table tennis using inverse reinforcement learning

scientific article published on 23 April 2014

Learning to Deblur

scientific article published on 23 September 2015

Learning to Find Pre-Images ⬇️

scientific article published in January 2004

Learning view graphs for robot navigation

Learning with Hypergraphs: Clustering, Classification, and Embedding ⬇️

scientific article published in January 2007

Learning with Local and Global Consistency ⬇️

scientific article published in January 2004

Learning with kernels: support vector machines, regularization, optimization, and beyond

book published in 2002

Leveraging the Crowd to Detect and Reduce the Spread of Fake News and Misinformation

scholarly article published 2018

Listening to bluetooth beacons for epidemic risk mitigation

scientific article published on 01 April 2022

MR-Based PET attenuation correction for PET/MR imaging

scientific article published in January 2013

MR-based attenuation correction methods for improved PET quantification in lesions within bone and susceptibility artifact regions

scientific article published on 5 September 2013

MRI-Based Attenuation Correction for Whole-Body PET/MRI: Quantitative Evaluation of Segmentation- and Atlas-Based Methods ⬇️

scientific article published on August 9, 2011

MRI-based attenuation correction for PET/MRI: a novel approach combining pattern recognition and atlas registration

scientific article

Machine Learning Applied to Perception: Decision Images for Gender Classification ⬇️

scholarly article by Felix A. Wichmann et al published 2005 in Advances in Neural Information Processing Systems 17

Markerless 3D Face Tracking

Markerless Tracking of Dynamic 3D Scans of Faces

Mask-Specific Inpainting with Deep Neural Networks

scholarly article by Rolf Köhler et al published 2014 in Lecture Notes in Computer Science

Methods Towards Invasive Human Brain Computer Interfaces ⬇️

scientific article published in January 2005

Minimax Estimation of Maximum Mean Discrepancy with Radial Kernels ⬇️

scientific article published in January 2016

Modeling confounding by half-sibling regression

scientific article published on July 2016

Movement templates for learning of hitting and batting

Navigation mit Schnappschüssen

article published in 1998

Non-linear System Identification: Visual Saliency Inferred from Eye-Movement Data

Nonlinear Component Analysis as a Kernel Eigenvalue Problem

scientific article (publication date: July 1998)

Nonlinear causal discovery with additive noise models ⬇️

Nonparametric Regression between General Riemannian Manifolds

scientific article published in 2010

Nonparametric dynamics estimation for time periodic systems

On Causal Discovery with Cyclic Additive Noise Models ⬇️

scientific article published in January 2011

On a Link Between Kernel Mean Maps and Fraunhofer Diffraction, with an Application to Super-Resolution Beyond the Diffraction Limit

On the Fairness of Disentangled Representations ⬇️

On the Transfer of Disentangled Representations in Realistic Settings ⬇️

scientific article published on 27 October 2020

On the Transfer of Inductive Bias from Simulation to the Real World: a New Disentanglement Dataset ⬇️

scientific article published in January 2019

On the empirical estimation of integral probability metrics

article published in 2012

Optimization of k-space trajectories for compressed sensing by Bayesian experimental design

scientific article

Overlap and refractory effects in a brain-computer interface speller based on the visual P300 event-related potential

scientific article published on 02 March 2009

Perceiving the arrow of time in autoregressive motion ⬇️

Personalized brain-computer interface models for motor rehabilitation

Phenomenal Causality and Sensory Realism

scientific article published on 01 May 2020

Predicting motor learning performance from Electroencephalographic data

scientific article

Prediction of Glucose Tolerance without an Oral Glucose Tolerance Test.

scientific article published on 19 March 2018

Prediction on Spike Data Using Kernel Algorithms ⬇️

scientific article published in January 2004

Preface to the ACM TIST Special Issue on Causal Discovery and Inference

Prior Knowledge in Support Vector Kernels ⬇️

Probabilistic latent variable models for distinguishing between cause and effect ⬇️

Probabilistic movement modeling for intention inference in human–robot interaction

Protein functional class prediction with a combined graph

Prototype classification: insights from machine learning

scientific article

Pyfectious: An individual-level simulator to discover optimal containment policies for epidemic diseases

scientific article published in 2023

Quantifying the Effects of Contact Tracing, Testing, and Containment Measures in the Presence of Infection Hotspots

scientific article published on 21 April 2022

Ranking on Data Manifolds ⬇️

scientific article published in January 2004

Real-Time Gravitational Wave Science with Neural Posterior Estimation

scientific article published in 2021

Real-time fetal heart monitoring in biomagnetic measurements using adaptive real-time ICA.

scientific article published in October 2007

Recording and Playback of Camera Shake: Benchmarking Blind Deconvolution with a Real-World Database

Recovering Intrinsic Images with a Global Sparsity Prior on Reflectance ⬇️

scientific article published in January 2011

Relative gradient optimization of the Jacobian term in unsupervised deep learning ⬇️

scholarly article by Luigi Gresele et al published November 2020 in Advances in Neural Information Processing Systems 33

Results of the GREAT08 Challenge: an image analysis competition for cosmological lensing

article

Robust Ensemble Learning for Data Mining

Sampling Techniques for Kernel Methods ⬇️

Selecting causal brain features with a single conditional independence test per feature ⬇️

Self-regulation of brain rhythms in the precuneus: a novel BCI paradigm for patients with ALS.

scientific article published on 14 November 2016

Semi-Supervised Domain Adaptation with Non-Parametric Copulas ⬇️

scientific article published in January 2012

Semi-supervised Learning in Causal and Anticausal Settings

article

Semi-supervised Learning on Directed Graphs ⬇️

Semiparametric Support Vector and Linear Programming Machines ⬇️

Shifts of Gamma Phase across Primary Visual Cortical Sites Reflect Dynamic Stimulus-Modulated Information Transfer

scientific article

Shrinking the Tube: A New Support Vector Regression Algorithm ⬇️

Space-Variant Single-Image Blind Deconvolution for Removing Camera Shake ⬇️

scientific article published in January 2010

Sparse online model learning for robot control with support vector regression

Spectral Clustering Predicts Tumor Tissue Heterogeneity Using Dynamic 18F-FDG PET: A Complement to the Standard Compartmental Modeling Approach

scientific article

Spread-spectrum magnetic resonance imaging

scientific article published on 26 April 2019

Statistical analysis of coupled time series with Kernel Cross-Spectral Density operators. ⬇️

Structure and dynamics of information pathways in online media

article

Support Vector Method for Novelty Detection ⬇️

scientific article published in January 2000

Support Vector Novelty Detection Applied to Jet Engine Vibration Spectra ⬇️

Support vector channel selection in BCI.

scientific article published in June 2004

Support vector machines and kernels for computational biology

scientific article

Switched Latent Force Models for Movement Segmentation ⬇️

Task-induced frequency modulation features for brain-computer interfacing

scientific article

TerseSVM : A Scalable Approach for Learning Compact Models in Large-scale Classification

The Entropy Regularization Information Criterion ⬇️

The Kernel Trick for Distances ⬇️

The Randomized Dependence Coefficient ⬇️

The connection between regularization operators and support vector kernels

scientific article published in June 1998

The effect of artifacts on dependence measurement in fMRI.

scientific article published on 19 April 2006

The effect of patient positioning aids on PET quantification in PET/MR imaging

scientific article published on 10 February 2011

The moon tilt illusion

scientific article published on January 1998

The population of long-period transiting exoplanets ⬇️

scientific article published in Astronomical Journal

The representer theorem for Hilbert spaces: a necessary and sufficient condition ⬇️

scientific article published in January 2012

The unpopular Package: A Data-driven Approach to Detrending TESS Full-frame Image Light Curves

scientific article published in 2022

Toward Causal Representation Learning ⬇️

journal article from 'Proceedings of the IEEE' published in 2021

Towards brain-robot interfaces in stroke rehabilitation

scientific article published on June 2011

Towards denoising XMCD movies of fast magnetization dynamics using extended Kalman filter

scientific article published on 15 October 2014

Towards quantitative PET/MRI: a review of MR-based attenuation correction techniques

scientific article

Training Invariant Support Vector Machines

scientific article published in 2002

Two-locus association mapping in subquadratic time

Uncertainty estimation and explainability in deep learning-based age estimation of the human brain: Results from the German National Cohort MRI study

scientific article published in 2021

Using probabilistic movement primitives for striking movements

article published in 2016

Voluntary brain regulation and communication with electrocorticogram signals

scientific article published on 20 May 2008

Where did I take that snapshot? Scene-based homing by image matching

article by Matthias O. Franz et al published 6 October 1998 in Biological Cybernetics

easyGWAS: A Cloud-Based Platform for Comparing the Results of Genome-Wide Association Studies.

scientific article published on 16 December 2016

normflows: A PyTorch Package for Normalizing Flows

v-Arc: Ensemble Learning in the Presence of Outliers ⬇️

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