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JOURNALS // Matematicheskaya Biologiya i Bioinformatika // Archive

Mat. Biolog. Bioinform., 2017 Volume 12, Issue 1, Pages 176–185 (Mi mbb287)

This article is cited in 4 papers

Data mining

Methods for magnetic encephalography data analysis in MathBrain cloud service

S. D. Rykunova, E. S. Oplachkoa, M. N. Ustinina, R. R. Llinásb

a Institute of Mathematical Problems of Biology RAS – the Branch of Keldysh Institute of Applied Mathematics of Russian Academy of Sciences, Pushchino, 142290, Russian Federation
b New York University, New York, NY, 10016, USA

Abstract: MathBrain is a cloud-based application, distributed under Software as a Service model. This application provides access to several algorithms of the multichannel encephalography data analysis. Spectral methods include direct and inverse Fourier transforms and quantitative analysis. Statistical methods involve principal component analysis and independent component analysis. The field maps of elementary components can be used to solve the magnetic encephalography inverse problem and to display the result at the magnetic resonance image. The application is designed to be used in human brain studies without mathematical training.

Key words: cloud computing, magnetic encephalography, spectral analysis, independent component analysis, inverse problem solution.

UDC: 612.825+004.75

Received 04.04.2017, Published 02.05.2017

Language: English

DOI: 10.17537/2017.12.176



© Steklov Math. Inst. of RAS, 2024