TU Berlin

Jan MacdonaldPublications

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Publications

Journal Articles
Nr.
Title
3
J. Macdonald, M. März, L. Oala, W. Samek
Interval Neural Networks as Instability Detectors for Image Reconstructions
Bildverarbeitung für die Medizin 2021. Informatik aktuell. (2021), 324-329
2
S. Wäldchen, J. Macdonald, S. Hauch, G. Kutyniok
The Computational Complexity of Understanding Binary Classifier Decisions
J. Artif. Intell. Res. 70 (2021), 351–387
1
J. Macdonald, L. Ruthotto
Improved Susceptibility Artifact Correction of Echo-Planar MRI using the Alternating Direction Method of Multipliers
J. Math. Imaging Vis. 60(2) (2018), 268-282
Other Articles
Nr.
Title
5
M. Genzel, J. Macdonald, M. März
Solving Inverse Problems With Deep Neural Networks - Robustness Included?
Preprint (2020)
4
J. Macdonald, M. März, L. Oala, W. Samek
Interval Neural Networks as Instability Detectors for Image Reconstructions
Preprint (2020)
3
L. Oala, C. Heiß, J. Macdonald, M. März, W. Samek, G. Kutyniok
Interval Neural Networks: Uncertainty Scores
Preprint (2020)
2
J. Macdonald, S. Wäldchen, S. Hauch, G. Kutyniok
A Rate-Distortion Framework for Explaining Neural Network Decisions
Submitted (2019)
1
S. Wäldchen, J. Macdonald, S. Hauch, G. Kutyniok
The Computational Complexity of Understanding Network Decisions
Preprint (2019)
Academic Theses
Nr.
Title
2
Image Classification With Wavelet And Shearlet Based Scattering Transforms
Master's Thesis, Technische Universität Berlin, May 2017
Advisor: Prof. Dr. Gitta Kutyniok
1
Preprocessing For Shortest Path Algorithms On Road Networks
Bachelor's Thesis, Technische Universität Berlin, September 2014
Advisor: Prof. Dr. Rolf H. Möhring

Further Research Activities (German)

Further Research Activities (English)

 

 

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