Author

Vadim M. Efimov

Novosibirsk State UniversityORCID 0000-0003-3035-8049Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Approach:statistical model· 2 Research Focus:benchmarking· 1 Research Focus:dimensionality reduction· 1 Research Focus:software / tool· 1

Frequent Co-Authors

D A Polunin· 1 shared Kirill EfimoviD· 1 shared V. Yu. KovalevaiD· 1 shared Ирина Александровна Штайгер· 1 shared

Activity by Year

2019-2020 · peak 1/yr

Co-Author Collaboration Network

4 top collaborators · 2 mutual co-author links

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1 shared paperBioinformatics

D A Polunin

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2 papers

Recent·Most cited

BioinformaticsVavilov Journal of Genetics and BreedingPeer-reviewedJan 10, 2020

PRINCIPAL COMPONENT ANALYSIS AND ITS GENERALIZATIONSFOR ANY TYPE SEQUENCE (PCA-SEQ)

Vadim M. Efimov, Kirill Efimov, V. Yu. Kovaleva

This paper extends singular spectral analysis (SSA) to any sequence type, introducing PCA-Seq for analyzing non-numerical data like molecular sequences.

11 citations

statistical modeldimensionality reduction

𝕏 PostBluesky

BioinformaticsbioRxivPreprintNov 21, 2019

JACOBI4 software for multivariate analysis of biological data

D A Polunin, Ирина Александровна Штайгер, Vadim M. Efimov

JACOBI4 automates multidimensional statistical analysis for biological data without requiring programming experience.

39 citations

statistical modelbenchmarking

𝕏 PostBluesky