Federated Machine Learning for Multi-Aspect Neuro-developmental Disorders: Autism Spectrum Disorder (ASD) Detection

الموضوعات

علوم تطبيقية وتكنولوجية

الملخص

Autism Spectrum Disorder (ASD) is a neuro-developmental syndrome resulting from alterations in the embryological brain pre-birth. This disorder distinguishes its patients by special socially restricted and repetitive behavior, in addition to specific behavioral traits. Hence, this would possibly deteriorate their social behavior among other individuals, as well as their overall interaction within their community. Moreover, medical research has proved that ASD also affects the facial characteristics of its patients, making the syndrome recognizable from distinctive signs within an individual’s face. Given that as a motivation behind our work, we propose a novel privacy-preserving Federated Learning scheme to predict ASD in a certain individual based on their behavioral and facial features, embedding a merging process of both data features through facial feature extraction, while respecting patient data privacy. After training behavioral and facial image data on Federated Machine Learning models, promising results are achieved, with 70% accuracy for prediction of ASD according to behavioral traits in a federated learning private environment, and a 62% accuracy is reached for prediction of ASD given an image of the patient’s face. Then, we test the behavior of regular as well as federated learning on our merged data, behavioral and facial, where a 65% accuracy is achieved with regular logistic regression model and 63% accuracy with federated learning model.

روابط وملفات

التعريف والنوع

رقم الوثيقة

0eae4439-e607-4f99-a0f6-9e3e319a6041

رقم العقد

0

نوع الوسائط

Crawler

نوع المحتوى

الرسائل العلمية

صيغة المصدر

رسائل ماجيستير

نوع الملف

pdf text

أسماء الملفات

2212649_1.pdf

بيانات النشر

ألقاب المؤلفين

[{"name_ar":" Azzam Mourad","title_ar":"اشراف","title_en":"Supervision"},{"name_ar":" Hala Shamseddine","title_ar":"اعداد","title_en":"Preparation"}]

اللغة

English

المصدر والدورية

اسم المصدر

Federated Machine Learning for Multi-Aspect Neuro-developmental Disorders: Autism Spectrum Disorder (ASD) Detection

المحتوى والصفحات

عدد الصفحات

0

كلمات الباحثين

Machine Learning

إشراف وإعداد

الإشراف

Azzam Mourad

الإعداد

Hala Shamseddine

الاقتباسات الببليوغرافية