research
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10/14/2021
Interpretable transformed ANOVA approximation on the example of the prevention of forest fires
The distribution of data points is a key component in machine learning. ...
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03/25/2021
Interpretable Approximation of High-Dimensional Data
In this paper we apply the previously introduced approximation method ba...
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10/20/2020
Grouped Transformations in High-Dimensional Explainable ANOVA Approximation
Many applications are based on the use of efficient Fourier algorithms s...
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12/06/2019
Learning multivariate functions with low-dimensional structures using polynomial bases
In this paper we study the multivariate ANOVA decomposition for function...
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07/26/2019
Learning high-dimensional additive models on the torus
In this paper we study the multivariate ANOVA decomposition for 1-period...
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10/23/2018