0% Complete
صفحه اصلی
/
سی و سومین کنفرانس بین المللی مهندسی برق
Identification of autism spectrum disorder based on combined analysis of structural and functional connectivity
نویسندگان :
Samane Pirmoradian
1
Farzaneh Shayegh
2
Jalal Zahabi
3
1- دانشگاه صنعتی اصفهان
2- دانشگاه اصفهان
3- دانشگاه صنعتی اصفهان
کلمات کلیدی :
Graph signal processing (GSP)،Graph Fourier Transform (GFT،Autism Spectrum Disorder (ASD
چکیده :
Abstract—The Graph Fourier Transform (GFT), a key method in Graph Signal Processing (GSP), allows for the simultaneous analysis of brain's structural and functional connectivity. In this study, we apply GFT to process time-series data from functional Magnetic Resonance Imaging (fMRI) mapped onto a graph constructed from Diffusion Tensor Imaging (DTI). The goal is to identify distinguishing features between healthy individuals and those with Autism Spectrum Disorder (ASD). The structural connection matrix is extracted for each individual brain from its DTI image. The proposed method achieves 75% accuracy, 80% sensitivity, and 70% specificity in classification tasks, demonstrating its potential in identifying biomarkers for ASD. The results of this research serve as an initial step towards the combined use of structural and functional brain data in identifying ASD, demonstrating promising potential.
لیست مقالات
لیست مقالات بایگانی شده
Improving the Performance of ST-GCN on Multi-Site rs-fMRI Data Through Time Repetition Alignment
Mehrana Calagari - Hamidreza Hakimdavoodi
Sampled-data-based Descriptor Observer Design with Aperiodic Measurements for Lithium-ion Batteries in Hybrid Electric Vehicles
Hamid Reza Ahmadzadeh - Masoud Shafiee
پنل بازیابی: نرم افزار بازیابی سیستمهای قدرت با قیود امنیتی
سجاد نجفی روادانق - رسول اسماعیل زاده - رضا فرتاش
Extension Network of Radiomics-based Deeply Supervised U-Net (ERDU) For Prostate Image Segmentation
Mahdi Ashtarian - Karim Faez - Marjan Firouznia - Hamidreza Amindavar
Exploring the Impact of Machine Translation on Fake News Detection: A Case Study on Persian Tweets about COVID-19
Masood Hamed Saghayan - Seyedeh Fatemeh Ebrahimi - Mohammad Bahrani
Fully Soft-Switched Quadratic High Step-Up DC-DC Converter with a Single Switch and Low Input Current Ripple for Renewable Energy Applications
Ali Nadermohammadi - Hamed Abdi - Pouya Abolhassani - Seyed Hossein Hosseini - Mehran Sabahi - Naghi Rostami
Low-cost Broadband Reflectarray Antenna Using Cross Bow-Tie elements
Mahdieh Bozorgi - Mahmood Rafaei-Booket
Battery Sizing for energy management of islanded Microgrid considering the impact of discharge duration on Lead-Acid Battery effective capacity
Mehrdad Bagheri Sanjareh - Mohammad Hassan Nazari - Narges Sadat Ghiasi - Seyyed Mohammad Sadegh Ghiasi - Seyed Hoseein Hosseinian
A Vibration Measurement Device for Condition Monitoring of Medium-Voltage Circuit Breakers
Aref Nikraftar Khameneh - Mohammad Hamed Samimi
Remote Sensing Image Registration Using Fast Visual Saliency and Improved SIFT
Fatemeh Khalili - Farbod Razzazi - Abolfazl Hosseini
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 43.6.0
