Aggregation of Multimodal ICE-MS Data into Joint Classifier Increases Quality of Brain Cancer Tissue Classification

Aggregation of Multimodal ICE-MS Data into Joint Classifier Increases Quality of Brain Cancer Tissue Classification

Mass spectrometry fingerprinting combined with multidimensional data analysis has been proposed in surgery to determine if a biopsy sample is a tumor. In the specific case of brain tumors, it is complicated to obtain control samples, leading to model overfitting due to unbalanced sample cohorts. Usu...

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Bibliographic Details
Main Authors: Anatoly A. Sorokin, Denis S. Bormotov, Denis S. Zavorotnyuk, Vasily A. Eliferov, Konstantin V. Bocharov, Stanislav I. Pekov, Evgeny N. Nikolaev, Igor A. Popov
Format: Article
Language:English
Published: MDPI AG 2022-12-01
Series:Data
Subjects:
mass spectrometry
ensemble learners
mixture of experts
brain tumor
ambient ionization
inline cartridge extraction
Online Access:https://www.mdpi.com/2306-5729/8/1/8

Internet

https://www.mdpi.com/2306-5729/8/1/8

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