K
Klaus-Robert Müller
Researcher at Technical University of Berlin
Publications - 799
Citations - 98394
Klaus-Robert Müller is an academic researcher from Technical University of Berlin. The author has contributed to research in topics: Artificial neural network & Computer science. The author has an hindex of 129, co-authored 764 publications receiving 79391 citations. Previous affiliations of Klaus-Robert Müller include Korea University & University of Tokyo.
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Understanding Patch-Based Learning by Explaining Predictions
TL;DR: This work applies the deep Taylor / LRP technique to understand the deep network's classification decisions, and identifies a "border effect": a tendency of the classifier to look mainly at the bordering frames of the input.
Proceedings ArticleDOI
Stopping conditions for exact computation of leave-one-out error in support vector machines
TL;DR: A new stopping condition for a Support Vector Machine (SVM) solver which precisely reflects the objective of the Leave-One-Out error computation is proposed.
Book ChapterDOI
l1-penalized linear mixed-effects models for BCI
TL;DR: This l1-penalized linear regression mixed-effects model is applied to a large scale real world problem and by exploiting a large set of brain computer interface data a subject-independent classifier is obtained that compares favorably with prior zero-training algorithms.
Proceedings ArticleDOI
Block based Rate-Distortion analysis for quality improvement of synthesized views
Pablo Carballeira,Gerhard Tech,Julian Cabrera,Klaus-Robert Müller,Fernando Jaureguizar,Thomas Wiegand,Narciso Garcia +6 more
TL;DR: Results show that optimized synthesized views achieve absolute lower distortion values than the best result of the approach that uses a fixed QP for the whole sequence.
Proceedings ArticleDOI
Why build an integrated EEG-NIRS? About the advantages of hybrid bio-acquisition hardware
TL;DR: The results support hybrid acquisition systems to be advantageous in setups that require high performance in timing and signal quality.