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[2025] [PH.D. THESIS]

Desarrollo de métodos estadísticos para el análisis de datos de neuroimagen de cara al diagnóstico precoz de enfermedades neurodegenerativas

Authors
Juan Antonio Arias López
Year
2025
Publisher / institution
Universidade de Santiago de Compostela
Supervisors
Pablo Aguiar Fernández and Andrew Haddon Kemp

[Minerva (USC)][Thesis PDF]

Abstract

This doctoral thesis introduces a statistical framework for improving the early detection of Alzheimer’s disease using neuroimaging data, particularly Positron Emission Tomography. Its Functional Data Analysis approach treats images as continuous spatial surfaces rather than collections of independent voxels, enabling more coherent inference when disease-related changes are subtle and spatially diffuse.

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