1 code implementation • 30 Jun 2022 • Alain Ryser, Laura Manduchi, Fabian Laumer, Holger Michel, Sven Wellmann, Julia E. Vogt
The introduced method takes advantage of the periodic nature of the heart cycle to learn three variants of a variational latent trajectory model (TVAE).
no code implementations • 24 Mar 2022 • Hanna Ragnarsdottir, Laura Manduchi, Holger Michel, Fabian Laumer, Sven Wellmann, Ece Ozkan, Julia Vogt
To the best of our knowledge, this is the first work for an automated assessment of PH in newborns using echocardiograms.
1 code implementation • NeurIPS 2021 • Laura Manduchi, Kieran Chin-Cheong, Holger Michel, Sven Wellmann, Julia E. Vogt
Constrained clustering has gained significant attention in the field of machine learning as it can leverage prior information on a growing amount of only partially labeled data.
no code implementations • 1 Jan 2021 • Laura Manduchi, Kieran Chin-Cheong, Holger Michel, Sven Wellmann, Julia E Vogt
Clustering with constraints has gained significant attention in the field of semi-supervised machine learning as it can leverage partial prior information on a growing amount of unlabelled data.