61 citations · 148 across the 34 of their papers we have counts for
3 papers · 1 filter
Beyond Labels: Advancing Cluster Analysis with the Entropy of Distance Distribution (EDD)
Claus Metzner, Achim Schilling, Patrick Krauss
In the evolving landscape of data science, the accurate quantification of clustering in high-dimensional data sets remains a significant challenge, especially in the absence of pre…
Extracting continuous sleep depth from EEG data without machine learning
Claus Metzner, Achim Schilling, Maximilian Traxdorf +3
The human sleep-cycle has been divided into discrete sleep stages that can be recognized in electroencephalographic (EEG) and other bio-signals by trained specialists or machine le…
Quantifying and maximizing the information flux in recurrent neural networks
Claus Metzner, Marius E. Yamakou, Dennis Voelkl +2
Free-running Recurrent Neural Networks (RNNs), especially probabilistic models, generate an ongoing information flux that can be quantified with the mutual information $I\left[\vec…