Author

Eric Bach

Aalto UniversityORCID 0000-0001-6200-5462Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Assay:metabolomics· 2 Research Focus:benchmarking· 1 Approach:machine learning (classical)· 1 Approach:statistical model· 1

Frequent Co-Authors

Juho RousuiD· 2 shared Emma SchymanskiiD· 1 shared John H. WilliamsoniD· 1 shared Simon RogersiD· 1 shared

Activity by Year

2020-2022 · peak 1/yr

Co-Author Collaboration Network

4 top collaborators · 4 mutual co-author links

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2 shared papersBioinformatics

Juho RousuORCID

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2 papers

Recent·Most cited

BioinformaticsNature Machine IntelligencePeer-reviewedDec 19, 2022

Joint structural annotation of small molecules using liquid chromatography retention order and tandem mass spectrometry data

Eric Bach, Emma Schymanski, Juho Rousu

LC-MS2Struct improves small molecule structural annotation by combining retention order and MS2 data with a structured prediction model, achieving higher accuracy than existing methods.

39 citations

metabolomicsmachine learning (classical)

𝕏 PostBluesky

Systems BiologyBioinformaticsPeer-reviewedNov 17, 2020

Probabilistic Framework for Integration of Mass Spectrum and Retention Time Information in Small Molecule Identification

Eric Bach, Simon Rogers, John H. Williamson, Juho Rousu

This paper introduces a probabilistic framework that integrates mass spectrometry and retention time data to improve small molecule identification in LC-MS experiments.

12 citations

metabolomicsstatistical model

𝕏 PostBluesky