Concepedia

Jan Macdonald

JM

Statistics

Publications

6

Citations

240

H-Index

6

Active since

2017

Affiliations

Technische Universität Berlin(Current)

Jan Macdonald is an author at Technische Universität Berlin specializing in engineering, computer science, and machine learning.

Top concepts

EngineeringComputer ScienceMachine LearningData ScienceDeep LearningMedical ImagingInverse ProblemsBiomedical ImagingMedical Image ComputingHealth

Publications per year

2017–2022

6

Publications

6

Solving Inverse Problems With Deep Neural Networks – Robustness Included?

Martin Genzel, Jan Macdonald, Maximilian März · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2022 · 140 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +17

The Computational Complexity of Understanding Binary Classifier Decisions

Stephan Waeldchen, Jan Macdonald, Sascha Hauch et al. · Journal of Artificial Intelligence Research · 2021 · 33 citations · Full text

Circuit Complexity, Artificial Intelligence, Computational Complexity Theory +21

Near-Exact Recovery for Tomographic Inverse Problems via Deep Learning

Martin Genzel, Ingo Gühring, Jan Macdonald et al. · arXiv (Cornell University) · 2022 · 30 citations · Full text

Geometric Learning, Image Reconstruction, Engineering +19

A Rate-Distortion Framework for Explaining Neural Network Decisions

Jan Macdonald, Stephan Wäldchen, Sascha Hauch et al. · arXiv (Cornell University) · 2019 · 15 citations · Full text

Improved Susceptibility Artifact Correction of Echo-Planar MRI using the Alternating Direction Method of Multipliers

Jan Macdonald, Lars Ruthotto · Journal of Mathematical Imaging and Vision · 2017 · 12 citations

Engineering, Health Sciences, Medical Imaging +14

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