Search Results for author: Avelino Javer

Found 4 papers, 1 papers with code

Compensating trajectory bias for unsupervised patient stratification using adversarial recurrent neural networks

no code implementations14 Dec 2021 Avelino Javer, Owen Parsons, Oliver Carr, Janie Baxter, Christian Diedrich, Eren Elçi, Steffen Schaper, Katrin Coboeken, Robert Dürichen

Electronic healthcare records are an important source of information which can be used in patient stratification to discover novel disease phenotypes.

Longitudinal patient stratification of electronic health records with flexible adjustment for clinical outcomes

no code implementations11 Nov 2021 Oliver Carr, Avelino Javer, Patrick Rockenschaub, Owen Parsons, Robert Dürichen

We demonstrate the model performance on $29, 229$ diabetes patients, showing it finds clusters of patients with both different trajectories and different outcomes which can be utilized to aid clinical decision making.

Clustering Decision Making

Semantic filtering through deep source separation on microscopy images

1 code implementation2 Sep 2019 Avelino Javer, Jens Rittscher

By their very nature microscopy images of cells and tissues consist of a limited number of object types or components.

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