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AG Mukherjee
Statistics and Machine Learning Also known as:AG Mukherjee; Statistics and machine learning; Statistik und Maschinelles Lernen; Statistik und maschinelles LernenID | I:(DE-2719)1013030 |
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Journal Article
SMAS: Structural MRI-based AD Score using Bayesian supervised VAE.
Computers in biology and medicine 196(Pt C), 110829 (2025) [10.1016/j.compbiomed.2025.110829]
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Contribution to a conference proceedings/Contribution to a book
HydroGym: A Reinforcement Learning Platform for Fluid Dynamics
Proceedings of the 7th Annual Learning for Dynamics & Control Conference
7th Annual Learning for Dynamics and Control Conference, L4DC 2025, Ann Arbor, MIAnn Arbor, MI, USA, 4 Jun 2025 - 6 Jun 2025
ML Research Press 283, 497 - 512 (2025)
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Contribution to a conference proceedings
INVARIANCE-BASED LEARNING OF LATENT DYNAMICS
12th International Conference on Learning Representations, ICLR 2024, ViennaVienna, Austria, 7 May 2024 - 11 May 2024
200372 pp. (2024)
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Journal Article
High-dimensional undirected graphical models for arbitrary mixed data
Electronic journal of statistics 18(1), 2339 - 2404 (2024) [10.1214/24-EJS2254]
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Journal Article
Challenges of deep unsupervised optical flow estimation for particle-image velocimetry data
Experiments in fluids 65(3), 30 (2024) [10.1007/s00348-024-03768-2]
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Journal Article
Development and validation of a reliable DNA copy-number-based machine learning algorithm (CopyClust) for breast cancer integrative cluster classification.
Scientific reports 14(1), 11861 (2024) [10.1038/s41598-024-62724-6]
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Dissertation / PhD Thesis
Deep Learning for Causal Inference and Latent Dynamical Modeling in Biomedical Research
207p (2024) = Dissertation, Rheinische Friedrich-Wilhelms-Universität Bonn, 2024
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Contribution to a conference proceedings
DBGDGM: Dynamic Brain Graph Deep Generative Model
Medical Imaging with Deep Learning, MIDL 2023, Nashville, Tenn.Nashville, Tenn., USA, 10 Jul 2023 - 12 Jul 2023
227, 1346 - 1371 (2024)
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Journal Article
Regularized Joint Mixture Models
Journal of machine learning research 24(19), 1 - 47 (2023)
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Journal Article
Deep learning of causal structures in high dimensions under data limitations
Nature machine intelligence 5(11), 1306 - 1316 (2023) [10.1038/s42256-023-00744-z]
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All known publications ...
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