Coarse graining correlation matrices according to macrostructures: financial markets as a paradigm

Author:

Martínez-Ramos M MijaílORCID,Majari ParisaORCID,Cruz-Hernández Andres RORCID,Pharasi Hirdesh KORCID,Vyas MananORCID

Abstract

Abstract We analyze correlation structures in financial markets by coarse graining the Pearson correlation matrices according to market sectors to obtain Guhr matrices using Guhr’s correlation method according to P Rinn et al (2015, Europhysics Letters 110, 68 003). We compare the results for the evolution of market states and the corresponding transition matrices with those obtained using Pearson correlation matrices. The behavior of market states is found to be similar for both the coarse grained and Pearson matrices. However, the number of relevant variables is reduced by orders of magnitude.

Funder

UNAM-DGAPA PAPIIT

CONAHCYT Project Fronteras

CONAHCYT project Fronteras

Publisher

IOP Publishing

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