Multifractal characterization of nystagmus eye movements

Author:

Meo M. M.1ORCID,Sánchez Pavón I.23ORCID,Duarte C. D.1ORCID,Del Punta J. A.45ORCID,Martín Herranz R.23ORCID,Gasaneo G.6ORCID

Affiliation:

1. Instituto de Física del Sur, Departamento de Física, Universidad Nacional del Sur (UNS)—CONICET 1 , 8000 Bahía Blanca, Argentina

2. Optometry Research Group, IOBA Eye Institute, School of Optometry, University of Valladolid 2 , 47011 Valladolid, Spain

3. Departamento de Física Teórica Atómica y Óptica, Universidad de Valladolid 3 , 47011 Valladolid, Spain

4. Instituto de Física del Sur, Departamento de Física, Universidad Nacional del Sur (UNS)—CONICET 4 and , 8000 Bahía Blanca, Argentina

5. Departamento de Matemática, Universidad Nacional del Sur (UNS) 4 and , 8000 Bahía Blanca, Argentina

6. Instituto de Física del Sur, Departamento de Física, Universidad Nacional del Sur (UNS)—CONICET and Centro Integral de Neuricencias Aplicadas 5 , 8000 Bahía Blanca, Argentina

Abstract

In this work, we investigate the multifractal properties of eye movement dynamics of children with infantile nystagmus, particularly the fluctuations of its velocity. The eye movements of three children and one adult with infantile nystagmus were evaluated in a simple task in comparison with 28 children with no ocular pathologies. Four indices emerge from the analysis: the classical Hurst exponent, the singularity strength corresponding to the maximum of the singularity spectrum, the asymmetry of the singularity spectrum, and the multifractal strength, each of which characterizes a particular aspect of eye movement dynamics. Our findings indicate that, when compared to children with no ocular pathologies, patients with infantile nystagmus present lower values of all indices. Except for the multifractal strength, the difference in the remaining indices is statistically significant. To test whether the characterization of patients with infantile nystagmus in terms of multifractality indices allows them to be distinguished from children without ocular pathologies, we performed an unsupervised clustering analysis and classified the subjects using supervised clustering techniques. The results indicate that these indices do, indeed, distinctively characterize the eye movements of patients with infantile nystagmus.

Funder

Consejo Nacional de Investigaciones Científicas y Técnicas

Agencia Nacional de Promoción Científica y Tecnológica

Secretaría General de Ciencia y Tecnología , Universidad Nacional del Sur

Publisher

AIP Publishing

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