MCML Researchers With 43 Papers in Highly-Ranked Journals

We are happy to announce that MCML researchers are represented in 2023 with 43 papers in highly-ranked journals. Congrats to our researchers!

D. Rügamer • C. Kolb • N. Klein
Semi-Structured Distributional Regression.
American Statistician. Feb. 2023. DOI

J. Maly
Robust sensing of low-rank matrices with non-orthogonal sparse decomposition.
Applied and Computational Harmonic Analysis 67. Nov. 2023. 2024 ACHA Charles Chui Young Researcher Best Paper Award. DOI

Q. Khan • I. Sülö • M. Öcal • D. Cremers
Learning vision based autonomous lateral vehicle control without supervision.
Applied Intelligence 53. Mar. 2023. DOI GitHub

D. Bär • N. Pröllochs • S. Feuerriegel
New Threats to Society from Free-Speech Social Media Platforms.
Communications of the ACM 66.10. Sep. 2023. DOI

M. Rezaei • F. Soleymani • B. Bischl • S. Azizi
Deep Bregman divergence for self-supervised representations learning.
Computer Vision and Image Understanding 235.103801. Oct. 2023. DOI

A. Beyerlein • M. Weigert • K. Katz • H. Küchenhoff • W. Hartl
Langzeitveränderungen des Impfschutzes vor schweren COVID-19-Verläufen.
Deutsches Ärzteblatt 120.51-52. Nov. 2023. DOI

A. Beyerlein • M. Weigert • K. Katz • H. Küchenhoff • W. Hartl
Long-Term Trends in the Protection Against Severe Courses of COVID-19 by Vaccination.
Deutsches Ärzteblatt 120.51-52. Nov. 2023. DOI

M. Toetzke • B. Probst • S. Feuerriegel
Leveraging large language models to monitor climate technology innovation.
Environmental Research Letters 18.9. Sep. 2023. DOI

B. X. W. Liew • D. Rügamer • Q. Mei • Z. Altai • X. Zhu • X. Zhai • N. Cortes
Smooth and accurate predictions of joint contact force timeseries in gait using overparameterised deep neural networks.
Frontiers in Bioengineering and Biotechnology 11. Jul. 2023. DOI

A. Karollus • J. Hingerl • D. Gankin • M. Grosshauser • K. Klemon • J. Gagneur
Species-aware DNA language models capture regulatory elements and their evolution.
Genome Biology 35.83. Apr. 2023. DOI

C. Wachinger • T. N. Wolf • S. Pölsterl
Deep learning for the prediction of type 2 diabetes mellitus from neck-to-knee Dixon MRI in the UK biobank.
Heliyon 9.11. Nov. 2023. DOI

F. Ott • D. Rügamer • L. Heublein • B. Bischl • C. Mutschler
Auxiliary Cross-Modal Representation Learning With Triplet Loss Functions for Online Handwriting Recognition.
IEEE Access 11. Aug. 2023. DOI

J. Pan • C. Zhou • M. Gladkova • Q. Khan • D. Cremers
Robust Autonomous Vehicle Pursuit without Expert Steering Labels.
IEEE Robotics and Automation Letters 8.10. Oct. 2023. DOI

S. Klenk • L. Koestler • D. Scaramuzza • D. Cremers
E-NeRF: Neural Radiance Fields from a Moving Event Camera.
IEEE Robotics and Automation Letters 8.3. Mar. 2023. DOI

X. Zuo • N. Yang • N. Merrill • B. Xu • S. Leutenegger
Incremental Dense Reconstruction from Monocular Video with Guided Sparse Feature Volume Fusion.
IEEE Robotics and Automation Letters 8.6. Jun. 2023. DOI

T. Beker • H. Ansari • S. Montazeri • Q. Song • X. Zhu
Deep Learning for Subtle Volcanic Deformation Detection With InSAR Data in Central Volcanic Zone.
IEEE Transactions on Geoscience and Remote Sensing 61. Oct. 2023. DOI

S. Chen • Y. Shi • Z. Xiong • X. Zhu
HTC-DC Net: Monocular Height Estimation From Single Remote Sensing Images.
IEEE Transactions on Geoscience and Remote Sensing 61. Oct. 2023. DOI GitHub

F. Zhou • X. Sun • C. Sun • J. Dong • X. Zhu
Adaptive Morphology Filter: A Lightweight Module for Deep Hyperspectral Image Classification.
IEEE Transactions on Geoscience and Remote Sensing 61. Oct. 2023. DOI GitHub

C. Koller • G. Kauermann • X. Zhu
Going Beyond One-Hot Encoding in Classification: Can Human Uncertainty Improve Model Performance in Earth Observation?
IEEE Transactions on Geoscience and Remote Sensing 62. Dec. 2023. DOI GitHub

F. Xu • Y. Shi • P. Ebel • W. Yang • X. Zhu
Multimodal and Multiresolution Data Fusion for High-Resolution Cloud Removal: A Novel Baseline and Benchmark.
IEEE Transactions on Geoscience and Remote Sensing 62. Dec. 2023. DOI GitHub

H. Boche • A. Fono • G. Kutyniok
Limitations of Deep Learning for Inverse Problems on Digital Hardware.
IEEE Transactions on Information Theory 69.12. Dec. 2023. DOI

F. Fan • Y. Shi • T. Guggemos • X. Zhu
Hybrid Quantum-Classical Convolutional Neural Network Model for Image Classification.
IEEE Transactions on Neural Networks and Learning Systems 35.12. Dec. 2023. DOI URL

Ç. Yapar • R. Levie • G. Kutyniok • G. Caire
Real-Time Outdoor Localization Using Radio Maps: A Deep Learning Approach.
IEEE Transactions on Wireless Communications 22.12. Dec. 2023. DOI

M. Rezaei • A. Vahidi • B. Bischl • T. Elze • M. Eslami
Self-supervised Learning and Self-labeling Framework for Glaucoma Detection.
Investigative Ophthalmology and Visual Science 64.8. Jun. 2023. URL

A. T. Stüber • S. Coors • B. Schachtner • T. Weber • D. Rügamer • A. Bender • A. Mittermeier • O. Öcal • M. Seidensticker • J. Ricke • B. Bischl • M. Ingrisch
A comprehensive machine learning benchmark study for radiomics-based survival analysis of CT imaging data in patients with hepatic metastases of CRC.
Investigative Radiology 58.12. Dec. 2023. DOI

T. Tornede • A. Tornede • J. Hanselle • F. Mohr • M. Wever • E. Hüllermeier
Towards Green Automated Machine Learning: Status Quo and Future Directions.
Journal of Artificial Intelligence Research 77. Jun. 2023. DOI

B. X. W. Liew • F. M. Kovacs • D. Rügamer • A. Royuela
Automatic variable selection algorithms in prognostic factor research in neck pain.
Journal of Clinical Medicine. Sep. 2023. DOI

D. Schalk • B. Bischl • D. Rügamer
Accelerated Componentwise Gradient Boosting Using Efficient Data Representation and Momentum-Based Optimization.
Journal of Computational and Graphical Statistics 32.2. Apr. 2023. DOI

S. Schallmoser • T. Zueger • M. Kraus • M. Saar-Tsechansky • C. Stettler • S. Feuerriegel
Machine Learning for Predicting Micro- and Macrovascular Complications in Individuals With Prediabetes or Diabetes: Retrospective Cohort Study.
Journal of Medical Internet Research 25. Feb. 2023. DOI

T. Nagler • T. Vatter
Solving Estimating Equations With Copulas.
Journal of the American Statistical Association 119.546. Mar. 2023. DOI

C. Fritz • G. De Nicola • S. Kevork • D. Harhoff • G. Kauermann
Modelling the large and dynamically growing bipartite network of German patents and inventors.
Journal of the Royal Statistical Society. Series A (Statistics in Society) 186.3. Jul. 2023. DOI

V. Bengs • E. Hüllermeier
Multi-armed bandits with censored consumption of resources.
Machine Learning 112.1. Jan. 2023. DOI

M. Lotfollahi • A. K. Susmelj • C. De Donno • L. Hetzel • Y. Ji • I. L. Ibarra • S. R. Srivatsan • M. Naghipourfar • R. M. Daza • B. Martin • J. Shendure • J. L. McFaline‐Figueroa • P. Boyeau • F. A. Wolf • N. Yakubova • S. Günnemann • C. Trapnell • D. Lopez‐Paz • F. J. Theis
Predicting cellular responses to complex perturbations in high‐throughput screens.
Molecular Systems Biology 19.e11517. Jun. 2023. DOI

D. S. Fischer • A. C. Schaar • F. J. Theis
Modeling intercellular communication in tissues using spatial graphs of cell.
Nature Biotechnology 41. Mar. 2023. DOI

S. Feuerriegel • R. DiResta • J. A. Goldstein • S. Kumar • P. Lorenz-Spreen • M. Tomz • N. Pröllochs
Research can help to tackle AI-generated disinformation.
Nature Human Behaviour 7. Nov. 2023. DOI

L. Heumos • A. C. Schaar • C. Lance • A. Litinetskaya • F. Drost • L. Zappia • M. D. Lücken • D. C. Strobl • J. Henao • F. Curion • S.-c. Best Practices Consortium • H. B. Schiller • F. J. Theis
Best practices for single-cell analysis across modalities.
Nature Reviews Genetics 24. Mar. 2023. DOI

T. Ullmann • S. Peschel • P. Finger • C. L. Müller • A.-L. Boulesteix
Over-optimism in unsupervised microbiome analysis: Insights from network learning and clustering.
PLOS Computational Biology 19.1. Jan. 2023. DOI

D. Wolffram • S. Abbott • M. an der Heiden • S. Funk • F. Günther • D. Hailer • S. Heyder • T. Hotz • J. van de Kassteele • H. Küchenhoff • S. Müller-Hansen • D. Syliqi • A. Ullrich • M. Weigert • M. Schienle • J. Bracher
Collaborative nowcasting of COVID-19 hospitalization incidences in Germany.
PLOS Computational Biology 19.8. Aug. 2023. DOI

F. Bongratz • A.-M. Rickmann • C. Wachinger
Abdominal organ segmentation via deep diffeomorphic mesh deformations.
Scientific Reports 13.1. Oct. 2023. DOI

F. Krahmer • A. Veselovska
Enhanced Digital Halftoning via Weighted Sigma-Delta Modulation.
SIAM Journal on Imaging Sciences 16.3. Jul. 2023. DOI

D. Rügamer • P. Baumann • T. Kneib • T. Hothorn
Probabilistic Time Series Forecasts with Autoregressive Transformation Models.
Statistics and Computing 33.2. Feb. 2023. DOI

R. Raab • A. Küderle • A. Zakreuskaya • A. D. Stern • J. Klucken • G. Kaissis • D. Rückert • S. Boll • R. Eils • H. Wagener • B. M. Eskofier
Federated electronic health records for the European Health Data Space.
The Lancet Digital Health 5.11. Nov. 2023. DOI

C. Reinkemeyer • Y. Khazaei • M. Weigert • M. Hannes • R. Le Gleut • M. Plank • S. Winter • I. Norena • T. Meier • L. Xu • R. Rubio-Acero • S. Wiegrebe • T. G. Le Thi • C. Fuchs • K. Radon • I. Paunovic • C. Janke • A. Wieser • H. Küchenhoff • M. Hoelscher • N. Castelletti • KoCo Impf ORCHESTRA Working Grp
The Prospective COVID-19 Post-Immunization Serological Cohort in Munich (KoCo-Impf): Risk Factors and Determinants of Immune Response in Healthcare Workers.
Viruses 15.7. Jul. 2023. DOI