Author

Mattia Cervellini

Libera Università Internazionale degli Studi Sociali Guido CarliORCID 0009-0003-2205-662XUnclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Bioinformatics· 2

Signature Assays, Organisms & Methods

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Research Focus:clustering· 1 Research Focus:differential expression· 1 Approach:graph neural network· 1 Organism:human· 1 Assay:protein structure· 1 Approach:statistical model· 1

Frequent Co-Authors

Alessio MartinoiD· 2 shared Blerina SinaimeriiD· 1 shared Catherine MatiasiD· 1 shared

Activity by Year

2026-2026 · peak 2/yr

Co-Author Collaboration Network

3 top collaborators · 3 mutual co-author links

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2 shared papersBioinformatics

Alessio MartinoORCID

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2 papers

Recent·Most cited

BioinformaticsbioRxivPreprintAug 5, 2026

Graph Machine Learning for Physiological Role Prediction in Protein Contact Networks: A Large-Scale Comparative Study on the Human Proteome

Mattia Cervellini, Alessio Martino

This paper compares graph machine learning methods for predicting protein function from contact networks, finding GNNs outperform kernel methods in EC class prediction.

DOI 10.64898/2026.04.10.717657

humanprotein structure

𝕏 PostBluesky

BioinformaticsAlgorithms for Molecular BiologyPeer-reviewedApr 29, 2026

Comparing the ability of embedding methods on metabolic hypergraphs for capturing taxonomy-based features

Mattia Cervellini, Blerina Sinaimeri, Catherine Matias, Alessio Martino

The paper evaluates hypergraph embedding methods for clustering metabolic hypergraphs to capture taxonomy-based features, finding that certain methods outperform others.

DOI 10.1186/s13015-026-00298-w

statistical modelclustering

𝕏 PostBluesky