Search Results for author: Sören Becker

Found 3 papers, 2 papers with code

Discovering ordinary differential equations that govern time-series

no code implementations5 Nov 2022 Sören Becker, Michal Klein, Alexander Neitz, Giambattista Parascandolo, Niki Kilbertus

Natural laws are often described through differential equations yet finding a differential equation that describes the governing law underlying observed data is a challenging and still mostly manual task.

Time Series Analysis

Curiously Effective Features for Image Quality Prediction

1 code implementation10 Jun 2021 Sören Becker, Thomas Wiegand, Sebastian Bosse

The performance of visual quality prediction models is commonly assumed to be closely tied to their ability to capture perceptually relevant image aspects.


Interpreting and Explaining Deep Neural Networks for Classification of Audio Signals

2 code implementations9 Jul 2018 Sören Becker, Marcel Ackermann, Sebastian Lapuschkin, Klaus-Robert Müller, Wojciech Samek

Interpretability of deep neural networks is a recently emerging area of machine learning research targeting a better understanding of how models perform feature selection and derive their classification decisions.

Audio Classification Decision Making +1

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