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Contributions to the study of Austism Spectrum Brain conectivity

164 p.

Idioma: English
Publicación: 2021
Materia:
artificial intelligence
Acceso electrónico: http://hdl.handle.net/10810/52840
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id addi-10810-52840
recordtype addi
spelling addi-10810-528402021-08-13T05:19:04Zcom_10810_12140Tesis Doctoralescom_10810_91INVESTIGACIÓNcol_10810_12144TD-Ingeniería y Arquitectura Contributions to the study of Austism Spectrum Brain conectivity Silva Choque, Moisés Martín Graña Romay, Manuel María artificial intelligence 164 p. Autism Spectrum Disorder (ASD) is a largely prevalent neurodevelopmental condition with a big social and economical impact affecting the entire life of families. There is an intense search for biomarkers that can be assessed as early as possible in order to initiate treatment and preparation of the family to deal with the challenges imposed by the condition. Brain imaging biomarkers have special interest. Specifically, functional connectivity data extracted from resting state functional magnetic resonance imaging (rs-fMRI) should allow to detect brain connectivity alterations. Machine learning pipelines encompass the estimation of the functional connectivity matrix from brain parcellations, feature extraction and building classification models for ASD prediction. The works reported in the literature are very heterogeneous from the computational and methodological point of view. In this Thesis we carry out a comprehensive computational exploration of the impact of the choices involved while building these machine learning pipelines. 2021-08-12T08:07:49Z 2021-08-12T08:07:49Z 2021-06-17 2021-06-17 info:eu-repo/semantics/doctoralThesis http://hdl.handle.net/10810/52840 825000 22259 eng info:eu-repo/semantics/openAccess (c) 2021 Moisés Martín Silva Choque
external_data_source Addi
institution Digital
collection Addi
language English
topic artificial intelligence
spellingShingle artificial intelligence
Silva Choque, Moisés Martín
Contributions to the study of Austism Spectrum Brain conectivity
description 164 p.
author_additional Graña Romay, Manuel María
author Silva Choque, Moisés Martín
title Contributions to the study of Austism Spectrum Brain conectivity
title_short Contributions to the study of Austism Spectrum Brain conectivity
title_full Contributions to the study of Austism Spectrum Brain conectivity
title_fullStr Contributions to the study of Austism Spectrum Brain conectivity
title_full_unstemmed Contributions to the study of Austism Spectrum Brain conectivity
title_sort contributions to the study of austism spectrum brain conectivity
publishDate 2021
url http://hdl.handle.net/10810/52840
_version_ 1736137452573163520

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