Expertises
Mathematics
- Neural Network
- Banach Space
- Parameter Space
- Push-Forward
- Sampling Bias
Computer Science
- Reproducing Kernel
Engineering
- Dimensionality
- Partial Differential Equation
Organisaties
Publicaties
2025
Sparsifying Dimensionality Reduction of PDE Solution Data with Bregman Learning (2025)SIAM journal on scientific computing, 47(5), 1033-1058. Heeringa, T. J., Brune, C. & Guo, M.https://doi.org/10.1137/24M1684566Vector-Valued Reproducing Kernel Banach Spaces for Neural Networks and Operators (2025)[Working paper › Preprint]. ArXiv.org. Dummer, S., Heeringa, T. J. & Iglesias, J. A.https://doi.org/10.48550/arXiv.2509.26371Duality for neural networks through Reproducing Kernel Banach Spaces (2025)Applied and Computational Harmonic Analysis, 78. Article 101765. Spek, L., Heeringa, T. J., Schwenninger, F. & Brune, C.https://doi.org/10.1016/j.acha.2025.101765Learning a Sparse Representation of Barron Functions with the Inverse Scale Space Flow (2025)Journal of Machine Learning, 4(1), 48-88. Heeringa, T. J., Roith, T., Brune, C. & Burger, M.https://doi.org/10.4208/jml.240123Deep Networks are Reproducing Kernel Chains (2025)[Working paper › Preprint]. ArXiv.org. Heeringa, T. J., Spek, L. & Brune, C.https://doi.org/10.48550/arXiv.2501.03697
2024
Embeddings between Barron spaces with higher-order activation functions (2024)Applied and Computational Harmonic Analysis, 73. Article 101691. Heeringa, T. J., Spek, L., Schwenninger, F. L. & Brune, C.https://doi.org/10.1016/j.acha.2024.101691Sparsifying dimensionality reduction of PDE solution data with Bregman learning (2024)[Working paper › Preprint]. ArXiv.org. Heeringa, T. J., Brune, C. & Guo, M.https://doi.org/10.48550/arXiv.2406.12672
2023
Learning a Sparse Representation of Barron Functions with the Inverse Scale Space Flow (2023)[Working paper › Preprint]. ArXiv.org. Heeringa, T. J., Roith, T., Brune, C. & Burger, M.https://doi.org/10.48550/arXiv.2312.02671Embeddings between Barron spaces with higher order activation functions (2023)[Working paper › Preprint]. ArXiv.org. Heeringa, T. J., Spek, L., Schwenninger, F. & Brune, C.https://doi.org/10.48550/arXiv.2305.15839
2022
Duality for Neural Networks through Reproducing Kernel Banach Spaces (2022)[Working paper › Preprint]. ArXiv.org. Spek, L., Heeringa, T. J., Schwenninger, F. & Brune, C.https://doi.org/10.48550/arXiv.2211.05020
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