Author

Benny Björkblom

Umeå UniversityORCID 0000-0001-9347-5790Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 2 Assay:metabolomics· 2 Approach:statistical model· 2 Research Focus:differential expression· 1

Frequent Co-Authors

Pär JonssoniD· 2 shared Edvin ForsgreniD· 1 shared Elin ChorelliD· 1 shared Henrik AnttiiD· 1 shared Johan TryggiD· 1 shared Tommy OlssoniD· 1 shared

Activity by Year

2018-2025 · peak 1/yr

Co-Author Collaboration Network

6 top collaborators · 9 mutual co-author links

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2 shared papersBioinformatics

Pär JonssonORCID

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2 papers

Recent·Most cited

BioinformaticsJournal of Chemical Information and ModelingPeer-reviewedFeb 3, 2025

OPLS-based Multiclass Classification and Data-Driven Inter-Class Relationship Discovery

Edvin Forsgren, Benny Björkblom, Johan Trygg, Pär Jonsson

This paper introduces OPLS-HDA, a multiclass classification method that improves upon two-class OPLS-DA by integrating hierarchical clustering, and shows it performs well across diverse datasets.

34 citationstop 1%

metabolomicsstatistical model

𝕏 PostBluesky

BioinformaticsbioRxivPreprintJun 20, 2018

Statistical loadings and latent significance simplify and improve interpretation of multivariate projection models

Pär Jonsson, Benny Björkblom, Elin Chorell…·Henrik Antti

The paper introduces a strategy to improve OPLS model interpretation by using post-hoc linear regression and statistical t-values to enable multivariate analysis of variable significance.

12 citations

metabolomicsstatistical model

𝕏 PostBluesky