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Mathieu Sinn

2 accepted papers

2018

Non-parametric estimation of Jensen-Shannon Divergence in Generative Adversarial Network training

AISTATS 2018poster

Generative Adversarial Networks (GANs) have become a widely popular framework for generative modelling of high-dimensional datasets. However their training is well-known to be difficult. This work presents a rigorous statistical analysis of GANs providing straight-forward explanations for common tra…

Cited by 0SourcePDFScholar
2017

Cross-correlations of zero crossings in jointly Gaussian and stationary processes with zero means

ICASSP 2017accepted

Zero crossing data contain information of a process in compact form and is therefore of interest in wireless sensor networks where only reduced amounts of data can be transmitted. When analyzing the properties of certain algorithms using zero crossing data, the cross-covariance between the zero cros…

Cited by 0SourceScholar