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María Herrero-Tudela

University of Valladolid

SCHOLARLY PAPERS

2

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140

TOTAL CITATIONS

1

Scholarly Papers (2)

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1.

Towards An Integrative and Interpretable Framework to Unveil the Neurophysiological Fingerprint of Alzheimer's Disease and Mild Cognitive Impairment: A Machine Learning-SHAP Approach

Number of pages: 16 Posted: 26 Feb 2025 Last Revised: 22 Apr 2025
Víctor Gutiérrez-de Pablo, María Herrero-Tudela, Marina Sandonís-Fernández, Jesus Poza Crespo, Aarón Maturana-Candelas, Victor Rodríguez-González, Miguel Ángel Tola-Arribas, Mónica Cano, Hideyuki Hoshi, Yoshihito Shigihara, Roberto Hornero and Carlos Gomez Pena
University of Valladolid - ETSI Telecomunicación, University of Valladolid, University of Valladolid, University of Valladolid, University of Valladolid, University of Valladolid, Hospital Universitario Río Hortega, Hospital Universitario Río Hortega, Hokuto Hospital, Hokuto Hospital, University of Valladolid and University of Valladolid
Downloads 109 (645,052)

Abstract:

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Alzheimer's Disease, Mild Cognitive Impairment, Machine Learning, SHAP, Magnetoencephalography, Electroencephalography, Neurophysiological Fingerprint

2.

An Explainable Cascading Machine Learning Framework for the Multimodal Characterisation of Mild Cognitive Impairment and Dementia Due to Alzheimer’s Disease

Number of pages: 42 Posted: 10 Apr 2026 Last Revised: 25 Jun 2026
Víctor Gutiérrez-de Pablo, María Herrero-Tudela, Aarón Maturana-Candelas, Jesus Poza Crespo, Nádia Pinto and Carlos Gomez Pena
University of Valladolid - ETSI Telecomunicación, University of Valladolid, University of Valladolid, University of Valladolid, Universidade do Porto - Instituto de Investigação e Inovação em Saúde - i3S and University of Valladolid
Downloads 31 (1,345,526)
Citation 1

Abstract:

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Alzheimer’s Disease, Electroencephalography, Genetics, Machine Learning, Mild Cognitive Impairment, Shapley Additive Explanations, Socio-Demographic Data