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Author

M. Zholdassova

2 papers indexed here

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Open access Sep 2026

LYAPUNOV EXPONENT OF EEG SIGNALS AND BRAIN NETWORKS DURING EMOTION PERCEPTION

Electroencephalography (EEG) provides a non-invasive means to investigate the dynamic behavior of the brain through electrical activity. Traditional linear analysis methods tend to be insufficient in capturing the complexity of neural signals. This study applies nonlinear dynamic analysis - the Largest Lyapunov Exponen...

R. Zhulduzbayev, Bauyrzhan Zhakenov, A. Kustubayeva et al. · 0 citations
Review Open access Oct 2026

A systematic review of machine learning approaches for MRI-based brain tumor analysis

Machine learning is now widely applied to magnetic resonance imaging-based brain tumor analysis, with task-specific performance metrics: the Dice similarity coefficient (DSC) quantifies segmentation overlap, while the area under the curve (AUC) and accuracy measure classification performance. A PRISMA 2020 systematic...

Ivan Viktorovich Brak, Merich Doruk Kaymakcioglu, Vasiliy Vladimirovich Belousov et al. · 0 citations

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