Author

Nataliia Kalashnyk

National University of Civil Protection of Ukraine

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· 1

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Organism:bacteria (other)· 1 Research Focus:benchmarking· 1 Approach:deep learning· 1

Frequent Co-Authors

Alina BalytskaiD· 1 shared Inna HubenkoiD· 1 shared Kelly L. McNeariD· 1 shared Yaroslav BalytskyiiD· 1 shared

Activity by Year

2024-2024 · peak 1/yr

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4 top collaborators · 6 mutual co-author links

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1 shared paperBioinformatics

Alina BalytskaORCID

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1 paper

Recent·Most cited

BioinformaticsChemical & Biomedical ImagingPeer-reviewedMay 6, 2024

Enhancing Open-World Bacterial Raman Spectra Identification by Feature Regularization for Improved Resilience against Unknown Classes

Yaroslav Balytskyi, Nataliia Kalashnyk, Inna Hubenko…·Kelly L. McNear

This paper improves Raman spectroscopy-based bacterial identification by introducing feature regularization to handle unknown pathogens, achieving higher accuracy and reduced false positives.

6 citations

bacteria (other)deep learning

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