Author

Daniel Rowson

ETH Zurich

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Bioinformatics· 2

Signature Assays, Organisms & Methods

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Assay:bulk RNA-seq· 2 Research Focus:differential expression· 2 Research Focus:benchmarking· 1 Approach:deep learning· 1 Research Focus:drug response / drug discovery· 1 Organism:human· 1 Approach:statistical model· 1 Approach:variational autoencoder· 1

Frequent Co-Authors

David WisseliD· 2 shared Valentina BoevaiD· 2 shared

Activity by Year

2021-2022 · peak 1/yr

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2 top collaborators · 1 mutual co-author link

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2 shared papersBioinformatics

David WisselORCID

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2 papers

Recent·Most cited

Clinically driven knowledge distillation for sparsifying high-dimensional multi-omics survival models

David Wissel, Daniel Rowson, Valentina Boeva

The paper sparsifies high-dimensional multi-omics survival models using knowledge distillation with 1-penalized linear models, achieving performance comparable to complex teachers while using fewer features.

bioRxiv · Feb 7, 2022 · PreprintBioinformatics

Hierarchical autoencoder-based integration improves performance in multi-omics cancer survival models through soft modality selection

David Wissel, Daniel Rowson, Valentina Boeva

This paper introduces a hierarchical autoencoder for multi-omics cancer survival analysis, showing improved performance through soft modality selection.

bioRxiv · Sep 16, 2021 · PreprintBioinformatics