Search Results for author: Helena Andres Terre

Found 4 papers, 1 papers with code

Graph Representation Learning on Tissue-Specific Multi-Omics

no code implementations25 Jul 2021 Amine Amor, Pietro Lio', Vikash Singh, Ramon Viñas Torné, Helena Andres Terre

Overall, the combination of RNA-sequencing and gene methylation data leads to a link prediction accuracy of 71% on GGI networks.

Graph Embedding Graph Representation Learning +1

Is Disentanglement all you need? Comparing Concept-based & Disentanglement Approaches

1 code implementation14 Apr 2021 Dmitry Kazhdan, Botty Dimanov, Helena Andres Terre, Mateja Jamnik, Pietro Liò, Adrian Weller

Concept-based explanations have emerged as a popular way of extracting human-interpretable representations from deep discriminative models.

Incorporating network based protein complex discovery into automated model construction

no code implementations29 Sep 2020 Paul Scherer, Maja Trȩbacz, Nikola Simidjievski, Zohreh Shams, Helena Andres Terre, Pietro Liò, Mateja Jamnik

We propose a method for gene expression based analysis of cancer phenotypes incorporating network biology knowledge through unsupervised construction of computational graphs.

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