02.01.2024
©Joachim Wendler - stock-adobe.com
MCML Researchers in Highly-Ranked Journals
93 Papers in 2024 Highlight Scientific Impact
We are happy to announce that MCML researchers are represented in 2024 with 93 papers in highly-ranked journals. Congrats to our researchers!
G. M. Nguegnang • H. Rauhut • U. Terstiege
Convergence of gradient descent for learning linear neural networks.
Advances in Continuous and Discrete Models 2024.23. Jul. 2024. DOI
Convergence of gradient descent for learning linear neural networks.
Advances in Continuous and Discrete Models 2024.23. Jul. 2024. DOI
J. Rudolph • J. Rueckel • J. Döpfert • W. X. Ling • J. Opalka • C. Brem • N. Hesse • M. Ingenerf • V. Koliogiannis • O. Solyanik • B. F. Hoppe • H. Zimmermann • W. Flatz • R. Forbrig • M. Patzig • B.-S. Rauchmann • R. Perneczky • O. Peters • J. Priller • A. Schneider • K. Fliessbach • A. Hermann • J. Wiltfang • F. Jessen • E. Düzel • K. Buerger • S. Teipel • C. Laske • M. Synofzik • A. Spottke • M. Ewers • P. Dechent • J.-D. Haynes • J. Levin • T. Liebig • J. Ricke • M. Ingrisch • S. Stoecklein
Artificial intelligence–based rapid brain volumetry substantially improves differential diagnosis in dementia.
Alzheimer’s and Dementia 16.e70037. Oct. 2024. DOI
Artificial intelligence–based rapid brain volumetry substantially improves differential diagnosis in dementia.
Alzheimer’s and Dementia 16.e70037. Oct. 2024. DOI
B. Bischl • R. Sonabend • L. Kotthoff • M. Lang
Applied Machine Learning Using mlr3 in R.
American Statistician 79.2. Jan. 2024. DOI
Applied Machine Learning Using mlr3 in R.
American Statistician 79.2. Jan. 2024. DOI
S. Dandl • C. Haslinger • T. Hothorn • H. Seibold • E. Sverdrup • S. Wager • A. Zeileis
What Makes Forest-Based Heterogeneous Treatment Effect Estimators Work?
Annals of Applied Statistics 18.1. Mar. 2024. DOI
What Makes Forest-Based Heterogeneous Treatment Effect Estimators Work?
Annals of Applied Statistics 18.1. Mar. 2024. DOI
Q. Li • S. Krapf • L. Mou • Y. Shi • X. Zhu
Deep learning-based framework for city-scale rooftop solar potential estimation by considering roof superstructures.
Applied Energy 374.123839. Nov. 2024. DOI
Deep learning-based framework for city-scale rooftop solar potential estimation by considering roof superstructures.
Applied Energy 374.123839. Nov. 2024. DOI
S. Wiegrebe • P. Kopper • R. Sonabend • B. Bischl • A. Bender
Deep learning for survival analysis: a review.
Artificial Intelligence Review 57.65. Feb. 2024. DOI
Deep learning for survival analysis: a review.
Artificial Intelligence Review 57.65. Feb. 2024. DOI
M. Ali • M. Kuijs • S. Hediyeh-zadeh • T. Treis • K. Hrovatin • G. Palla • A. C. Schaar • F. J. Theis
GraphCompass: spatial metrics for differential analyses of cell organization across conditions.
Bioinformatics 40.Supplement 1. Jul. 2024. DOI
GraphCompass: spatial metrics for differential analyses of cell organization across conditions.
Bioinformatics 40.Supplement 1. Jul. 2024. DOI
C. Sauer • S. Hoffmann • T. Ullmann • A.-L. Boulesteix
Explaining the optimistic performance evaluation of newly proposed methods: A cross-design validation experiment.
Biometrical Journal 66.1. Jan. 2024. DOI
Explaining the optimistic performance evaluation of newly proposed methods: A cross-design validation experiment.
Biometrical Journal 66.1. Jan. 2024. DOI
J. Gertheiss • D. Rügamer • B. X. Liew • S. Greven
Functional Data Analysis: An Introduction and Recent Developments.
Biometrical Journal 66.7. Oct. 2024. DOI GitHub
Functional Data Analysis: An Introduction and Recent Developments.
Biometrical Journal 66.7. Oct. 2024. DOI GitHub
M. M. Mandl • A. S. Becker-Pennrich • L. C. Hinske • S. Hoffmann • A.-L. Boulesteix
Addressing researcher degrees of freedom through minP adjustment.
BMC Medical Research Methodology 24.152. Jul. 2024. DOI
Addressing researcher degrees of freedom through minP adjustment.
BMC Medical Research Methodology 24.152. Jul. 2024. DOI
D. Schalk • R. Rehms • V. S. Hoffmann • B. Bischl • U. Mansmann
Distributed non-disclosive validation of predictive models by a modified ROC-GLM.
BMC Medical Research Methodology 24.190. Aug. 2024. DOI
Distributed non-disclosive validation of predictive models by a modified ROC-GLM.
BMC Medical Research Methodology 24.190. Aug. 2024. DOI
F. Coens • N. Knops • I. Tieken • S. Vogelaar • A. Bender • J. J. Kim • K. Krupka • L. Pape • A. Raes • B. Tönshoff • A. Prytula • C. Registry
Time-Varying Determinants of Graft Failure in Pediatric Kidney Transplantation in Europe.
Clinical Journal of the American Society of Nephrology 19.3. Mar. 2024. DOI
Time-Varying Determinants of Graft Failure in Pediatric Kidney Transplantation in Europe.
Clinical Journal of the American Society of Nephrology 19.3. Mar. 2024. DOI
A. Solderer • S. P. Hicklin • M. Aßenmacher • A. Ender • P. R. Schmidlin
Influence of an allogenic collagen scaffold on implant sites with thin supracrestal tissue height: a randomized clinical trial.
Clinical Oral Investigations 28.313. May. 2024. DOI
Influence of an allogenic collagen scaffold on implant sites with thin supracrestal tissue height: a randomized clinical trial.
Clinical Oral Investigations 28.313. May. 2024. DOI
A. Kazemi • A. Rasouli-Saravani • M. Gharib • T. Albuquerque • S. Eslami • P. J. Schüffler
A systematic review of machine learning-based tumor-infiltrating lymphocytes analysis in colorectal cancer: Overview of techniques, performance metrics, and clinical outcomes.
Computers in Biology and Medicine 173. May. 2024. DOI
A systematic review of machine learning-based tumor-infiltrating lymphocytes analysis in colorectal cancer: Overview of techniques, performance metrics, and clinical outcomes.
Computers in Biology and Medicine 173. May. 2024. DOI
W. H. Hartl • P. Kopper • L. Xu • L. Heller • M. Mironov • R. Wang • A. G. Day • G. Elke • H. Küchenhoff • A. Bender
Relevance of Protein Intake for Weaning in the Mechanically Ventilated Critically Ill: Analysis of a Large International Database.
Critical Care Medicine 50.3. Mar. 2024. DOI
Relevance of Protein Intake for Weaning in the Mechanically Ventilated Critically Ill: Analysis of a Large International Database.
Critical Care Medicine 50.3. Mar. 2024. DOI
M. Herrmann • D. Kazempour • F. Scheipl • P. Kröger
Enhancing cluster analysis via topological manifold learning.
Data Mining and Knowledge Discovery 38. Apr. 2024. DOI
Enhancing cluster analysis via topological manifold learning.
Data Mining and Knowledge Discovery 38. Apr. 2024. DOI
C. A. Scholbeck • G. Casalicchio • C. Molnar • B. Bischl • C. Heumann
Marginal Effects for Non-Linear Prediction Functions.
Data Mining and Knowledge Discovery 38. Feb. 2024. DOI
Marginal Effects for Non-Linear Prediction Functions.
Data Mining and Knowledge Discovery 38. Feb. 2024. DOI
C. Molnar • G. König • B. Bischl • G. Casalicchio
Model-agnostic feature importance and effects with dependent features: a conditional subgroup approach.
Data Mining and Knowledge Discovery 38. Sep. 2024. DOI
Model-agnostic feature importance and effects with dependent features: a conditional subgroup approach.
Data Mining and Knowledge Discovery 38. Sep. 2024. DOI
A. Beyerlein • K. Katz • H. Küchenhoff • W. Hartl
Long-Term Changes in Vaccination Protection Against Severe Courses of COVID-19 by Non-adapted MRNA-Based Vaccines.
Deutsches Ärzteblatt 121.24. Nov. 2024. DOI
Long-Term Changes in Vaccination Protection Against Severe Courses of COVID-19 by Non-adapted MRNA-Based Vaccines.
Deutsches Ärzteblatt 121.24. Nov. 2024. DOI
M. Maritsch • S. Föll • V. Lehmann • N. Styger • C. Bérubé • M. Kraus • S. Feuerriegel • T. Kowatsch • T. Züger • E. Fleisch • F. Wortmann • C. Stettler
Smartwatches for non-invasive hypoglycaemia detection during cognitive and psychomotor stress.
Diabetes, Obesity and Metabolism 26.3. Mar. 2024. DOI
Smartwatches for non-invasive hypoglycaemia detection during cognitive and psychomotor stress.
Diabetes, Obesity and Metabolism 26.3. Mar. 2024. DOI
T. Li • K. Heidler • L. Mou • Á. Ignéczi • X. Zhu • J. L. Bamber
A high-resolution calving front data product for marine-terminating glaciers in Svalbard.
Earth System Science Data 16.2. Feb. 2024. DOI
A high-resolution calving front data product for marine-terminating glaciers in Svalbard.
Earth System Science Data 16.2. Feb. 2024. DOI
Y. Li • T. Herold • U. Mansmann • R. Hornung
Does combining numerous data types in multi-omics data improve or hinder performance in survival prediction? Insights from a large-scale benchmark study.
Earth System Science Data 24.244. Sep. 2024. DOI
Does combining numerous data types in multi-omics data improve or hinder performance in survival prediction? Insights from a large-scale benchmark study.
Earth System Science Data 24.244. Sep. 2024. DOI
K. Jeblick • B. Schachtner • J. Dexl • A. Mittermeier • A. T. Stüber • J. Topalis • T. Weber • P. Wesp • B. O. Sabel • J. Ricke • M. Ingrisch
ChatGPT makes medicine easy to swallow: an exploratory case study on simplified radiology reports.
European Radiology 34. May. 2024. DOI
ChatGPT makes medicine easy to swallow: an exploratory case study on simplified radiology reports.
European Radiology 34. May. 2024. DOI
B. X. W. Liew • D. Rügamer • A. V. Birn-Jeffery
Neuromechanical stabilisation of the centre of mass during running.
Gait and Posture 108. Feb. 2024. DOI
Neuromechanical stabilisation of the centre of mass during running.
Gait and Posture 108. Feb. 2024. DOI
Y. N. Böck • H. Boche • F. H. P. Fitzek • G. Kutyniok
Computing-Model and Computing-Hardware Selection for ICT Under Societal and Judicial Constraints.
IEEE Access 12. Dec. 2024. DOI
Computing-Model and Computing-Hardware Selection for ICT Under Societal and Judicial Constraints.
IEEE Access 12. Dec. 2024. DOI
A. Mallol-Ragolta • B. W. Schuller
Coupling Sentiment and Arousal Analysis Towards an Affective Dialogue Manager.
IEEE Access 12. Feb. 2024. DOI
Coupling Sentiment and Arousal Analysis Towards an Affective Dialogue Manager.
IEEE Access 12. Feb. 2024. DOI
J. Xie • Y. Shi • D. Ni • M. Milling • S. Liu • J. Zhang • K. Qian • B. W. Schuller
Automatic Bird Sound Source Separation Based on Passive Acoustic Devices in Wild Environment.
IEEE Internet of Things Journal 11.9. Jan. 2024. DOI
Automatic Bird Sound Source Separation Based on Passive Acoustic Devices in Wild Environment.
IEEE Internet of Things Journal 11.9. Jan. 2024. DOI
W. Qiu • Y. Feng • Y. Li • Y. Chang • K. Qian • B. Hu • Y. Yamamoto • B. W. Schuller
Fed-MStacking: Heterogeneous Federated Learning With Stacking Misaligned Labels for Abnormal Heart Sound Detection.
IEEE Journal of Biomedical and Health Informatics 28.9. Jul. 2024. DOI
Fed-MStacking: Heterogeneous Federated Learning With Stacking Misaligned Labels for Abnormal Heart Sound Detection.
IEEE Journal of Biomedical and Health Informatics 28.9. Jul. 2024. DOI
F. Fan • Y. Shi • X. Zhu
Land Cover Classification From Sentinel-2 Images With Quantum-Classical Convolutional Neural Networks.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 17. Jul. 2024. DOI
Land Cover Classification From Sentinel-2 Images With Quantum-Classical Convolutional Neural Networks.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 17. Jul. 2024. DOI
N. Saberi • M. H. Shaker • C. R. Duguay • K. A. Scott • E. Hüllermeier
Uncertainty Estimation of Lake Ice Cover Maps From a Random Forest Classifier Using MODIS TOA Reflectance Data.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 18. Dec. 2024. DOI
Uncertainty Estimation of Lake Ice Cover Maps From a Random Forest Classifier Using MODIS TOA Reflectance Data.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 18. Dec. 2024. DOI
Y. Wang • H. Hernández Hernández • C. M. Albrecht • X. Zhu
Feature Guided Masked Autoencoder for Self-Supervised Learning in Remote Sensing.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 18. Nov. 2024. DOI
Feature Guided Masked Autoencoder for Self-Supervised Learning in Remote Sensing.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 18. Nov. 2024. DOI
J. Naumann • B. Xu • S. Leutenegger • X. Zuo
NeRF-VO: Real-Time Sparse Visual Odometry With Neural Radiance Fields.
IEEE Robotics and Automation Letters 9.8. Aug. 2024. DOI
NeRF-VO: Real-Time Sparse Visual Odometry With Neural Radiance Fields.
IEEE Robotics and Automation Letters 9.8. Aug. 2024. DOI
Q. Sun • A. Akman • X. Jing • M. Milling • B. W. Schuller
Audio-based Kinship Verification Using Age Domain Conversion.
IEEE Signal Processing Letters 32. Dec. 2024. DOI
Audio-based Kinship Verification Using Age Domain Conversion.
IEEE Signal Processing Letters 32. Dec. 2024. DOI
M. M. Amin • R. Mao • E. Cambria • B. W. Schuller
A Wide Evaluation of ChatGPT on Affective Computing Tasks.
IEEE Transactions on Affective Computing 15.4. Oct. 2024. DOI
A Wide Evaluation of ChatGPT on Affective Computing Tasks.
IEEE Transactions on Affective Computing 15.4. Oct. 2024. DOI
W. Qiu • C. Quan • L. Zhu • Y. Yu • Z. Wang • Y. Ma • M. Sun • Y. Chang • K. Qian • B. Hu • Y. Yamamoto • B. W. Schuller
Heart Sound Abnormality Detection From Multi-Institutional Collaboration: Introducing a Federated Learning Framework.
IEEE Transactions on Biomedical Engineering 71.10. May. 2024. DOI
Heart Sound Abnormality Detection From Multi-Institutional Collaboration: Introducing a Federated Learning Framework.
IEEE Transactions on Biomedical Engineering 71.10. May. 2024. DOI
T. Yang • J. Maly • S. Dirksen • G. Caire
Plug-In Channel Estimation With Dithered Quantized Signals in Spatially Non-Stationary Massive MIMO Systems.
IEEE Transactions on Communications 72.1. Jan. 2024. DOI
Plug-In Channel Estimation With Dithered Quantized Signals in Spatially Non-Stationary Massive MIMO Systems.
IEEE Transactions on Communications 72.1. Jan. 2024. DOI
L. Shen • H. Zhang • C. Zhu • R. Li • K. Qian • W. Meng • F. Tian • B. Hu • B. W. Schuller • Y. Yamamoto
A First Look at Generative Artificial Intelligence Based Music Therapy for Mental Disorders.
IEEE Transactions on Consumer Electronics Early Access. Dec. 2024. DOI
A First Look at Generative Artificial Intelligence Based Music Therapy for Mental Disorders.
IEEE Transactions on Consumer Electronics Early Access. Dec. 2024. DOI
K. Qian • Y. Wang • P. Jung • Y. Shi • X. Zhu
HyperLISTA-ABT: An Ultralight Unfolded Network for Accurate Multicomponent Differential Tomographic SAR Inversion.
IEEE Transactions on Geoscience and Remote Sensing 62. Apr. 2024. DOI
HyperLISTA-ABT: An Ultralight Unfolded Network for Accurate Multicomponent Differential Tomographic SAR Inversion.
IEEE Transactions on Geoscience and Remote Sensing 62. Apr. 2024. DOI
K. Heidler • I. Nitze • G. Grosse • X. Zhu
PixelDINO: Semi-Supervised Semantic Segmentation for Detecting Permafrost Disturbances in the Arctic.
IEEE Transactions on Geoscience and Remote Sensing 62. Aug. 2024. DOI
PixelDINO: Semi-Supervised Semantic Segmentation for Detecting Permafrost Disturbances in the Arctic.
IEEE Transactions on Geoscience and Remote Sensing 62. Aug. 2024. DOI
Y. Xie • X. Yuan • X. Zhu • J. Tian
Multimodal Co-Learning for Building Change Detection: A Domain Adaptation Framework Using VHR Images and Digital Surface Models.
IEEE Transactions on Geoscience and Remote Sensing 62. Feb. 2024. DOI
Multimodal Co-Learning for Building Change Detection: A Domain Adaptation Framework Using VHR Images and Digital Surface Models.
IEEE Transactions on Geoscience and Remote Sensing 62. Feb. 2024. DOI
F. Zhang • Y. Shi • Z. Xiong • X. Zhu
Few-Shot Object Detection in Remote Sensing: Lifting the Curse of Incompletely Annotated Novel Objects.
IEEE Transactions on Geoscience and Remote Sensing 62. Jan. 2024. DOI GitHub
Few-Shot Object Detection in Remote Sensing: Lifting the Curse of Incompletely Annotated Novel Objects.
IEEE Transactions on Geoscience and Remote Sensing 62. Jan. 2024. DOI GitHub
Z. Xiong • S. Chen • Y. Shi • X. Zhu
Self-Supervised Pretraining With Monocular Height Estimation for Semantic Segmentation.
IEEE Transactions on Geoscience and Remote Sensing 62. Jul. 2024. DOI
Self-Supervised Pretraining With Monocular Height Estimation for Semantic Segmentation.
IEEE Transactions on Geoscience and Remote Sensing 62. Jul. 2024. DOI
W. Yu • X. Zhang • S. Das • X. Zhu • P. Ghamisi
MaskCD: A Remote Sensing Change Detection Network Based on Mask Classification.
IEEE Transactions on Geoscience and Remote Sensing 62. Jul. 2024. DOI GitHub
MaskCD: A Remote Sensing Change Detection Network Based on Mask Classification.
IEEE Transactions on Geoscience and Remote Sensing 62. Jul. 2024. DOI GitHub
Q. Li • L. Mou • Y. Sun • Y. Hua • Y. Shi • X. Zhu
A Review of Building Extraction From Remote Sensing Imagery: Geometrical Structures and Semantic Attributes.
IEEE Transactions on Geoscience and Remote Sensing 62. Mar. 2024. DOI
A Review of Building Extraction From Remote Sensing Imagery: Geometrical Structures and Semantic Attributes.
IEEE Transactions on Geoscience and Remote Sensing 62. Mar. 2024. DOI
Z. Yuan • L. Mou • Y. Hua • X. Zhu
RRSIS: Referring Remote Sensing Image Segmentation.
IEEE Transactions on Geoscience and Remote Sensing 62. Mar. 2024. DOI GitHub
RRSIS: Referring Remote Sensing Image Segmentation.
IEEE Transactions on Geoscience and Remote Sensing 62. Mar. 2024. DOI GitHub
Y. Yang • X. Sun • J. Dong • K.-M. Lam • X. Zhu
Attention-ConvNet Network for Ocean-Front Prediction via Remote Sensing SST Images.
IEEE Transactions on Geoscience and Remote Sensing 62. Nov. 2024. DOI GitHub
Attention-ConvNet Network for Ocean-Front Prediction via Remote Sensing SST Images.
IEEE Transactions on Geoscience and Remote Sensing 62. Nov. 2024. DOI GitHub
W. Yu • X. Zhang • R. Gloaguen • X. Zhu • P. Ghamisi
MineNetCD: A Benchmark for Global Mining Change Detection on Remote Sensing Imagery.
IEEE Transactions on Geoscience and Remote Sensing 62. Nov. 2024. DOI
MineNetCD: A Benchmark for Global Mining Change Detection on Remote Sensing Imagery.
IEEE Transactions on Geoscience and Remote Sensing 62. Nov. 2024. DOI
Y. Wang • C. M. Albrecht • X. Zhu
Multilabel-Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining.
IEEE Transactions on Geoscience and Remote Sensing 62. Oct. 2024. DOI GitHub
Multilabel-Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining.
IEEE Transactions on Geoscience and Remote Sensing 62. Oct. 2024. DOI GitHub
Y. Lee • H. Boche • G. Kutyniok
Computability of Optimizers.
IEEE Transactions on Information Theory 70.4. Apr. 2024. DOI
Computability of Optimizers.
IEEE Transactions on Information Theory 70.4. Apr. 2024. DOI
M. F. Azampour • K. Mach • E. Fatemizadeh • B. Demiray • K. Westenfelder • K. Steiger • M. Eiber • T. Wendler • B. Kainz • N. Navab
Multitask Weakly Supervised Generative Network for MR-US Registration.
IEEE Transactions on Medical Imaging 43.11. Nov. 2024. DOI
Multitask Weakly Supervised Generative Network for MR-US Registration.
IEEE Transactions on Medical Imaging 43.11. Nov. 2024. DOI
L. Kreitner • J. C. Paetzold • N. Rauch • C. Chen • A. M. Hagag • A. E. Fayed • S. Sivaprasad • S. Rausch • J. Weichsel • B. H. Menze • M. Harders • B. Knier • D. Rückert • M. J. Menten
Synthetic Optical Coherence Tomography Angiographs for Detailed Retinal Vessel Segmentation Without Human Annotations.
IEEE Transactions on Medical Imaging 43.6. Jan. 2024. DOI
Synthetic Optical Coherence Tomography Angiographs for Detailed Retinal Vessel Segmentation Without Human Annotations.
IEEE Transactions on Medical Imaging 43.6. Jan. 2024. DOI
W. Jiang • M. Windl • B. Tag • Z. Sarsenbayeva • S. Mayer
An Immersive and Interactive VR Dataset to Elicit Emotions.
IEEE Transactions on Visualization and Computer Graphics 30.11. Sep. 2024. DOI
An Immersive and Interactive VR Dataset to Elicit Emotions.
IEEE Transactions on Visualization and Computer Graphics 30.11. Sep. 2024. DOI
M. Brunner • M. Innerberger • A. Miraçi • D. Praetorius • J. Streitberger • P. Heid
Adaptive FEM with quasi-optimal overall cost for nonsymmetric linear elliptic PDEs.
IMA Journal of Numerical Analysis 44.3. May. 2024. DOI
Adaptive FEM with quasi-optimal overall cost for nonsymmetric linear elliptic PDEs.
IMA Journal of Numerical Analysis 44.3. May. 2024. DOI
S. Doda • M. Kahl • K. Ouan • I. Obadic • Y. Wang • H. Taubenböck • X. Zhu
Interpretable deep learning for consistent large-scale urban population estimation using Earth observation data.
International Journal of Applied Earth Observation and Geoinformation 128. Apr. 2024. DOI
Interpretable deep learning for consistent large-scale urban population estimation using Earth observation data.
International Journal of Applied Earth Observation and Geoinformation 128. Apr. 2024. DOI
S. Heid • J. Hanselle • J. Fürnkranz • E. Hüllermeier
Learning decision catalogues for situated decision making: The case of scoring systems.
International Journal of Approximate Reasoning 171. Aug. 2024. DOI
Learning decision catalogues for situated decision making: The case of scoring systems.
International Journal of Approximate Reasoning 171. Aug. 2024. DOI
P. Wesp • B. Schachtner • K. Jeblick • J. Topalis • M. Weber • F. Fischer • R. Penning • J. Ricke • M. Ingrisch • B. O. Sabel
Radiological age assessment based on clavicle ossification in CT: enhanced accuracy through deep learning.
International Journal of Legal Medicine. Jan. 2024. DOI
Radiological age assessment based on clavicle ossification in CT: enhanced accuracy through deep learning.
International Journal of Legal Medicine. Jan. 2024. DOI
J. Guo • D. Hong • Z. Liu • X. Zhu
Continent-wide urban tree canopy fine-scale mapping and coverage assessment in South America with high-resolution satellite images.
ISPRS Journal of Photogrammetry and Remote Sensing 212. Jun. 2024. DOI
Continent-wide urban tree canopy fine-scale mapping and coverage assessment in South America with high-resolution satellite images.
ISPRS Journal of Photogrammetry and Remote Sensing 212. Jun. 2024. DOI
W. Huang • Y. Shi • Z. Xiong • X. Zhu
Decouple and weight semi-supervised semantic segmentation of remote sensing images.
ISPRS Journal of Photogrammetry and Remote Sensing 212. Jun. 2024. DOI GitHub
Decouple and weight semi-supervised semantic segmentation of remote sensing images.
ISPRS Journal of Photogrammetry and Remote Sensing 212. Jun. 2024. DOI GitHub
F. Xu • Y. • W. Yang • G.-S. Xia • X. Zhu
CloudSeg: A multi-modal learning framework for robust land cover mapping under cloudy conditions.
ISPRS Journal of Photogrammetry and Remote Sensing 214. Aug. 2024. DOI GitHub
CloudSeg: A multi-modal learning framework for robust land cover mapping under cloudy conditions.
ISPRS Journal of Photogrammetry and Remote Sensing 214. Aug. 2024. DOI GitHub
Z. Chen • Y. Shi • L. Nan • Z. Xiong • X. Zhu
PolyGNN: Polyhedron-based graph neural network for 3D building reconstruction from point clouds.
ISPRS Journal of Photogrammetry and Remote Sensing 218.A. Dec. 2024. DOI GitHub
PolyGNN: Polyhedron-based graph neural network for 3D building reconstruction from point clouds.
ISPRS Journal of Photogrammetry and Remote Sensing 218.A. Dec. 2024. DOI GitHub
H. Weerts • F. Pfisterer • M. Feurer • K. Eggensperger • E. Bergman • N. Awad • J. Vanschoren • M. Pechenizkiy • B. Bischl • F. Hutter
Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware AutoML.
Journal of Artificial Intelligence Research 79. Feb. 2024. DOI
Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware AutoML.
Journal of Artificial Intelligence Research 79. Feb. 2024. DOI
B. X. Liew • F. Pfisterer • D. Rügamer • X. Zhai
Strategies to optimise machine learning classification performance when using biomechanical features.
Journal of Biomechanics 165. Mar. 2024. DOI
Strategies to optimise machine learning classification performance when using biomechanical features.
Journal of Biomechanics 165. Mar. 2024. DOI
P. Gijsbers • M. L. P. Bueno • S. Coors • E. LeDell • S. Poirier • J. Thomas • B. Bischl • J. Vanschoren
AMLB: an AutoML Benchmark.
Journal of Machine Learning Research 25.101. Feb. 2024. URL
AMLB: an AutoML Benchmark.
Journal of Machine Learning Research 25.101. Feb. 2024. URL
J. Herbinger • M. N. Wright • T. Nagler • B. Bischl • G. Casalicchio
Decomposing Global Feature Effects Based on Feature Interactions.
Journal of Machine Learning Research 25.381. Dec. 2024. URL
Decomposing Global Feature Effects Based on Feature Interactions.
Journal of Machine Learning Research 25.381. Dec. 2024. URL
L. Kook • P. F. M. Baumann • O. Dürr • B. Sick • D. Rügamer
Estimating Conditional Distributions with Neural Networks Using R Package deeptrafo.
Journal of Statistical Software 111.10. Dec. 2024. DOI
Estimating Conditional Distributions with Neural Networks Using R Package deeptrafo.
Journal of Statistical Software 111.10. Dec. 2024. DOI
N. Sturma • M. Drton • D. Leung
Testing many constraints in possibly irregular models using incomplete U-statistics.
Journal of the Royal Statistical Society. Series B (Statistical Methodology) 86.4. Mar. 2024. DOI
Testing many constraints in possibly irregular models using incomplete U-statistics.
Journal of the Royal Statistical Society. Series B (Statistical Methodology) 86.4. Mar. 2024. DOI
F. Ott • L. Heublein • D. Rügamer • B. Bischl • C. Mutschler
Fusing structure from motion and simulation-augmented pose regression from optical flow for challenging indoor environments.
Journal of Visual Communication and Image Representation 103. Aug. 2024. DOI
Fusing structure from motion and simulation-augmented pose regression from optical flow for challenging indoor environments.
Journal of Visual Communication and Image Representation 103. Aug. 2024. DOI
J. Guo • D. Hong • X. Zhu
High-resolution satellite images reveal the prevalent positive indirect impact of urbanization on urban tree canopy coverage in South America.
Landscape and Urban Planning 247. Apr. 2024. DOI
High-resolution satellite images reveal the prevalent positive indirect impact of urbanization on urban tree canopy coverage in South America.
Landscape and Urban Planning 247. Apr. 2024. DOI
A. Lohrer • D. Kazempour • M. Hünemörder • P. Kröger
CoMadOut—a robust outlier detection algorithm based on CoMAD.
Machine Learning 113. May. 2024. DOI
CoMadOut—a robust outlier detection algorithm based on CoMAD.
Machine Learning 113. May. 2024. DOI
F. Bongratz • A.-M. Rickmann • C. Wachinger
Neural deformation fields for template-based reconstruction of cortical surfaces from MRI.
Medical Image Analysis 93. Jan. 2024. DOI
Neural deformation fields for template-based reconstruction of cortical surfaces from MRI.
Medical Image Analysis 93. Jan. 2024. DOI
E. Eulig • B. Ommer • M. Kachelrieß
Benchmarking deep learning-based low-dose CT image denoising algorithms.
Medical Physics 51. Sep. 2024. DOI
Benchmarking deep learning-based low-dose CT image denoising algorithms.
Medical Physics 51. Sep. 2024. DOI
R. Wicklein • L. Kreitner • A. Wild • L. Aly • D. Rückert • B. Hemmer • T. Korn • M. J. Menten • B. Knier
Retinal small vessel pathology is associated with disease burden in multiple sclerosis.
Multiple Sclerosis Journal 30.7. Jun. 2024. DOI
Retinal small vessel pathology is associated with disease burden in multiple sclerosis.
Multiple Sclerosis Journal 30.7. Jun. 2024. DOI
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Integration of variant annotations using deep set networks boosts rare variant association testing.
Nature Genetics 56. Sep. 2024. DOI
Integration of variant annotations using deep set networks boosts rare variant association testing.
Nature Genetics 56. Sep. 2024. DOI
S. Feuerriegel • D. Frauen • V. Melnychuk • J. Schweisthal • K. Heß • A. Curth • S. Bauer • N. Kilbertus • I. S. Kohane • M. van der Schaar
Causal machine learning for predicting treatment outcomes.
Nature Medicine 30. Apr. 2024. DOI
Causal machine learning for predicting treatment outcomes.
Nature Medicine 30. Apr. 2024. DOI
A. Szałata • K. Hrovatin • S. Becker • A. Tejada-Lapuerta • H. Cui • B. Wang • F. J. Theis
Transformers in single-cell omics: a review and new perspectives.
Nature Methods 21. Aug. 2024. DOI
Transformers in single-cell omics: a review and new perspectives.
Nature Methods 21. Aug. 2024. DOI
L. B. Kuemmerle • M. D. Luecken • A. B. Firsova • L. Barros de Andrade e Sousa • L. Straßer • I. I. Mekki • F. Campi • L. Heumos • M. Shulman • V. Beliaeva • S. Hediyeh-Zadeh • A. C. Schaar • K. T. Mahbubani • A. Sountoulidis • T. Balassa • F. Kovacs • P. Horvath • M. Piraud • A. Ertürk • C. Samakovlis • F. J. Theis
Probe set selection for targeted spatial transcriptomics.
Nature Methods 21. Dec. 2024. DOI
Probe set selection for targeted spatial transcriptomics.
Nature Methods 21. Dec. 2024. DOI
A. Gayoso • P. Weiler • M. Lotfollahi • D. Klein • J. Hong • A. Streets • F. J. Theis • N. Yosef
Deep generative modeling of transcriptional dynamics for RNA velocity analysis in single cells.
Nature Methods 21. Jan. 2024. DOI
Deep generative modeling of transcriptional dynamics for RNA velocity analysis in single cells.
Nature Methods 21. Jan. 2024. DOI
D. Zhu • Q. Khan • D. Cremers
Multi-vehicle trajectory prediction and control at intersections using state and intention information.
Neurocomputing 574. Jan. 2024. DOI GitHub
Multi-vehicle trajectory prediction and control at intersections using state and intention information.
Neurocomputing 574. Jan. 2024. DOI GitHub
H. J. Coyle-Asbil • L. Burk • M. Brandes • B. Brandes • C. Buck • M. N. Wright • L. A. Vallis
Energy Expenditure Prediction in Preschool Children: A Machine Learning Approach Using Accelerometry and External Validation.
Physiological Measurement 45.9. Sep. 2024. DOI
Energy Expenditure Prediction in Preschool Children: A Machine Learning Approach Using Accelerometry and External Validation.
Physiological Measurement 45.9. Sep. 2024. DOI
M. M. Mandl • S. Hoffmann • S. Bieringer • A. E. Jacob • M. Kraft • S. Lemster • A.-L. Boulesteix
Raising awareness of uncertain choices in empirical data analysis: A teaching concept toward replicable research practices.
PLOS Computational Biology 20.3. Mar. 2024. DOI
Raising awareness of uncertain choices in empirical data analysis: A teaching concept toward replicable research practices.
PLOS Computational Biology 20.3. Mar. 2024. DOI
B. S. Siepe • F. Bartoš • T. P. Morris • A.-L. Boulesteix • D. W. Heck • S. Pawel
Simulation Studies for Methodological Research in Psychology: A Standardized Template for Planning, Preregistration, and Reporting.
Psychological Methods Advance online publication. Jan. 2024. DOI
Simulation Studies for Methodological Research in Psychology: A Standardized Template for Planning, Preregistration, and Reporting.
Psychological Methods Advance online publication. Jan. 2024. DOI
R. Klaar • M. Rabe • A. T. Stüber • S. Hering • S. Corradini • C. Eze • S. Marschner • C. Belka • G. Landry • J. Dinkel • C. Kurz
MRI-based ventilation and perfusion imaging to predict radiation-induced pneumonitis in lung tumor patients at a 0.35T MR-Linac.
Radiotherapy and Oncology. Aug. 2024. DOI
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Radiotherapy and Oncology. Aug. 2024. DOI
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A satellite imagery-driven framework for rapid resource allocation in flood scenarios to enhance loss and damage fund effectiveness.
Scientific Reports 14.19290. Aug. 2024. DOI
A satellite imagery-driven framework for rapid resource allocation in flood scenarios to enhance loss and damage fund effectiveness.
Scientific Reports 14.19290. Aug. 2024. DOI
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Explainable AI improves task performance in human–AI collaboration.
Scientific Reports 14.31150. Dec. 2024. DOI
Explainable AI improves task performance in human–AI collaboration.
Scientific Reports 14.31150. Dec. 2024. DOI
M. Fornasier • T. Klock • K. Riedl
Consensus-Based Optimization Methods Converge Globally.
SIAM Journal on Optimization 34.3. Jul. 2024. DOI
Consensus-Based Optimization Methods Converge Globally.
SIAM Journal on Optimization 34.3. Jul. 2024. DOI
S. Dandl • A. Bender • T. Hothorn
Heterogeneous treatment effect estimation for observational data using model-based forests.
Statistical Methods in Medical Research 33.3. Mar. 2024. DOI
Heterogeneous treatment effect estimation for observational data using model-based forests.
Statistical Methods in Medical Research 33.3. Mar. 2024. DOI
D. Schalk • B. Bischl • D. Rügamer
Privacy-Preserving and Lossless Distributed Estimation of High-Dimensional Generalized Additive Mixed Models.
Statistics and Computing 34.31. Feb. 2024. DOI
Privacy-Preserving and Lossless Distributed Estimation of High-Dimensional Generalized Additive Mixed Models.
Statistics and Computing 34.31. Feb. 2024. DOI
Z. S. Dunias • B. Van Calster • D. Timmerman • A.-L. Boulesteix • M. van Smeden
A comparison of hyperparameter tuning procedures for clinical prediction models: A simulation study.
Statistics in Medicine. Jan. 2024. DOI
A comparison of hyperparameter tuning procedures for clinical prediction models: A simulation study.
Statistics in Medicine. Jan. 2024. DOI
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Strahlentherapie und Onkologie 201. Aug. 2024. DOI GitHub
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Strahlentherapie und Onkologie 201. Aug. 2024. DOI GitHub
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Technological Forecasting and Social Change 204.123403. Jul. 2024. DOI
The impact of intelligent decision-support systems on humans' ethical decision-making: A systematic literature review and an integrated framework.
Technological Forecasting and Social Change 204.123403. Jul. 2024. DOI
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TRIPOD+AI statement: updated guidance for reporting clinical prediction models that use regression or machine learning methods.
The BMJ 385.e078378. Apr. 2024. DOI
TRIPOD+AI statement: updated guidance for reporting clinical prediction models that use regression or machine learning methods.
The BMJ 385.e078378. Apr. 2024. DOI
C. Janke • R. Rubio-Acero • M. Weigert • C. Reinkemeyer • Y. Khazaei • L. Kleinlein • R. Le Gleut • K. Radon • M. Hannes • F. Picasso • A. E. Lucke • M. Plank • I. C. Kotta • I. Paunovic • A. Zhelyazkova • I. Noreña • S. Winter • M. Hoelscher • A. Wieser • H. Küchenhoff • N. Castelletti • o. b. o. t. ORCHESTRA Working Group
Understanding the Omicron Variant Impact in Healthcare Workers: Insights from the Prospective COVID-19 Post-Immunization Serological Cohort in Munich (KoCo-Impf) on Risk Factors for Breakthrough and Reinfections.
Viruses 16.10. Sep. 2024. DOI
Understanding the Omicron Variant Impact in Healthcare Workers: Insights from the Prospective COVID-19 Post-Immunization Serological Cohort in Munich (KoCo-Impf) on Risk Factors for Breakthrough and Reinfections.
Viruses 16.10. Sep. 2024. DOI
Q. Xu • Y. Shi • J. Bamber • C. Ouyang • X. Zhu
Large-scale flood modeling and forecasting with FloodCast.
Water Research 264. Oct. 2024. DOI
Large-scale flood modeling and forecasting with FloodCast.
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