Accurate noise-robust classification of Bacillus species from MALDI-TOF MS spectra using a denoising autoencoder

Accurate noise-robust classification of Bacillus species from MALDI-TOF MS spectra using a denoising autoencoder

Bacillus strains are ubiquitous in the environment and are widely used in the microbiological industry as valuable enzyme sources, as well as in agriculture to stimulate plant growth. The Bacillus genus comprises several closely related groups of species. The rapid classification of these remains ch...

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Bibliographic Details
Main Authors: Uvarova Yulia E., Demenkov Pavel S., Kuzmicheva Irina N., Venzel Artur S., Mischenko Elena L., Ivanisenko Timofey V., Efimov Vadim M., Bannikova Svetlana V., Vasilieva Asya R., Ivanisenko Vladimir A., Peltek Sergey E.
Format: Article
Language:English
Published: De Gruyter 2023-11-01
Series:Journal of Integrative Bioinformatics
Subjects:
classification of bacillus species
maldi-tof
denoising autoencoder
random forest
Online Access:https://doi.org/10.1515/jib-2023-0017

Internet

https://doi.org/10.1515/jib-2023-0017

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