Search Results for author: Moritz Haas

Found 3 papers, 2 papers with code

Mind the spikes: Benign overfitting of kernels and neural networks in fixed dimension

1 code implementation NeurIPS 2023 Moritz Haas, David Holzmüller, Ulrike Von Luxburg, Ingo Steinwart

In this paper, we show that the smoothness of the estimators, and not the dimension, is the key: benign overfitting is possible if and only if the estimator's derivatives are large enough.

regression

Pitfalls of Climate Network Construction: A Statistical Perspective

1 code implementation5 Nov 2022 Moritz Haas, Bedartha Goswami, Ulrike Von Luxburg

Network-based analyses of dynamical systems have become increasingly popular in climate science.

Statistical analysis of Wasserstein GANs with applications to time series forecasting

no code implementations5 Nov 2020 Moritz Haas, Stefan Richter

We provide statistical theory for conditional and unconditional Wasserstein generative adversarial networks (WGANs) in the framework of dependent observations.

Time Series Time Series Forecasting

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