Zilverling

T.J. Heeringa MSc (Tjeerd Jan)

Promovendus
EEMCS-AM-MIA
Zilverling 2110
t.j.heeringa@utwente.nl
+31534895777
Visitekaartje

Expertises

  • Mathematics

    • Push-Forward
    • Neural Network
    • Banach Space

  • Engineering

    • Sparsity
    • Dimensionality

  • Computer Science

    • Activation Function
    • Embedding
    • Reproducing Kernel

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.2025.101765Deep 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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