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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Annealed competition of experts for a segmentation and classification of switching dynamics
TL;DR: This work presents a method for the unsupervised segmentation of data streams originating from different unknown sources that alternate in time using an architecture consisting of competing neural networks to obtain maximal specialization.
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Toward noninvasive brain-computer interfaces
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Sparse Binary Compression: Towards Distributed Deep Learning with minimal Communication
TL;DR: SBC combines existing techniques of communication delay and gradient sparsification with a novel binarization method and optimal weight update encoding to push compression gains to new limits to mitigate the limited communication bandwidth between contributing nodes or prohibitive communication cost for distributed training.
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From outliers to prototypes: Ordering data
TL;DR: Simple and fast methods based on nearest neighbors that order objects from high-dimensional data sets from typical points to untypical points allow us to detect outliers with a performance comparable to or better than other often much more sophisticated methods.
Journal Article
Feature Discovery in Non-Metric Pairwise Data
TL;DR: It is shown by a simple, exploratory analysis that the negative eigenvalues can code for relevant structure in the data, thus leading to the discovery of new features, which were lost by conventional data analysis techniques.