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Laura Manduchi
Laura Manduchi
PhD student, ETH Zürich
Dirección de correo verificada de inf.ethz.ch - Página principal
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Año
A Deep Variational Approach to Clustering Survival Data
L Manduchi, R Marcinkevičs, MC Massi, T Weikert, A Sauter, V Gotta, ...
ICRL 2022, 2022
322022
Deep conditional gaussian mixture model for constrained clustering
L Manduchi, K Chin-Cheong, H Michel, S Wellmann, J Vogt
Advances in Neural Information Processing Systems 34, 11303-11314, 2021
232021
DPSOM: Deep probabilistic clustering with self-organizing maps
L Manduchi, M Hüser, J Vogt, G Rätsch, V Fortuin
NeurIPS 2019 workshop on Machine Learning for Health, 2019
222019
T-dpsom: An interpretable clustering method for unsupervised learning of patient health states
L Manduchi, M Hüser, M Faltys, J Vogt, G Rätsch, V Fortuin
Proceedings of the Conference on Health, Inference, and Learning, 236-245, 2021
182021
DeepHeartBeat: Latent trajectory learning of cardiac cycles using cardiac ultrasounds
F Laumer, G Fringeli, A Dubatovka, L Manduchi, JM Buhmann
Machine Learning for Health, 194-212, 2020
132020
Weakly supervised inference of personalized heart meshes based on echocardiography videos
F Laumer, M Amrani, L Manduchi, A Beuret, L Rubi, A Dubatovka, ...
Medical image analysis 83, 102653, 2023
72023
Learning Group Importance using the Differentiable Hypergeometric Distribution
TM Sutter, L Manduchi, A Ryser, JE Vogt
ICLR 2023, 2023
62023
Tree Variational Autoencoders
L Manduchi, M Vandenhirtz, A Ryser, J Vogt
37th Conference on Neural Information Processing Systems, 2023
22023
Anomaly Detection in Echocardiograms with Dynamic Variational Trajectory Models
A Ryser, L Manduchi, F Laumer, H Michel, S Wellmann, JE Vogt
Machine Learning for Healthcare Conference, 425-458, 2022
2*2022
Interpretable prediction of pulmonary hypertension in newborns using echocardiograms
H Ragnarsdottir, L Manduchi, H Michel, F Laumer, S Wellmann, E Ozkan, ...
DAGM German Conference on Pattern Recognition, 529-542, 2022
22022
On the Challenges and Opportunities in Generative AI
L Manduchi, K Pandey, R Bamler, R Cotterell, S Däubener, S Fellenz, ...
arXiv preprint arXiv:2403.00025, 2024
2024
Deep Learning Based Prediction of Pulmonary Hypertension in Newborns Using Echocardiograms
H Ragnarsdottir, E Ozkan, H Michel, K Chin-Cheong, L Manduchi, ...
International Journal of Computer Vision, 1-18, 2024
2024
Deep Generative Clustering with Multimodal Diffusion Variational Autoencoders
E Palumbo, L Manduchi, S Laguna, D Chopard, JE Vogt
The Twelfth International Conference on Learning Representations, 2023
2023
Dagstuhl Reports, Vol. 13, Issue 2 ISSN 2192-5283
N Megow, BJ Moseley, D Shmoys, O Svensson, S Vassilvitskii, J Schlöter, ...
2023
Predicting second breast cancer among women with primary breast cancer using machine learning algorithms, a population‐based observational study
ME Syleouni, N Karavasiloglou, L Manduchi, M Wanner, D Korol, L Ortelli, ...
International Journal of Cancer 153 (5), 932-941, 2023
2023
Ein Deep-Learning-Ansatz zur automatisierten Detektion von pulmonaler Hypertension beim Neugeborenen anhand von 2D-Echokardiographie-Videos
H Michel, H Ragnarsdottir, L Manduchi, F Laumer, E Özkan, J Vogt, ...
Zeitschrift für Geburtshilfe und Neonatologie 227 (03), FV071, 2023
2023
Signal Is Harder To Learn Than Bias: Debiasing with Focal Loss
M Vandenhirtz, L Manduchi, R Marcinkevičs, JE Vogt
arXiv preprint arXiv:2305.19671, 2023
2023
Challenges and Perspectives in Deep Generative Modeling (Dagstuhl Seminar 23072)
V Fortuin, Y Li, K Murphy, S Mandt, L Manduchi
Dagstuhl Reports 13 (2), 2023
2023
Predicting second breast cancers among women diagnosed with primary breast cancer using patient-level data and machine learning algorithms
ME Syleouni, N Karavasiloglou, L Manduchi, M Wanner, D Korol, ...
Cancer Research 82 (12_Supplement), 2252-2252, 2022
2022
Continuous Relaxation For The Multivariate Noncentral Hypergeometric Distribution
TM Sutter, L Manduchi, A Ryser, JE Vogt
ICLR2022 Workshop on the Elements of Reasoning: Objects, Structure and Causality, 2022
2022
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