Machine learning (ML) for the diagnosis of autism spectrum disorder (ASD) using brain imaging

HS Nogay, H Adeli - Reviews in the Neurosciences, 2020 - degruyter.com
… by starting special education early. Machine learning (ML), an increasingly ubiquitous
technology, can be applied for the early diagnosis of ASD. The aim of this study is to examine and …

Early brain development in infants at high risk for autism spectrum disorder

…, Statistical Analysis Gu Core H. 17 - Nature, 2017 - nature.com
MRI scans were successfully obtained. On the basis of our previous findings at 2–4 years of
age 2 , we hypothesized that brain … that early prodromal detection using a brain biomarker …

Automated detection of autism spectrum disorder using a convolutional neural network

Z Sherkatghanad, M Akhondzadeh, S Salari… - Frontiers in …, 2020 - frontiersin.org
… on the automated detection of autism spectrum disorder (ASD) using CNN with a brain
imaging dataset. We … In this study, we designed a CNN model for automated detection of ASD …

Brain imaging-based machine learning in autism spectrum disorder: methods and applications

M Xu, V Calhoun, R Jiang, W Yan, J Sui - Journal of neuroscience methods, 2021 - Elsevier
… In summary, identifying discriminative biomarkers for ASD diagnosis is challenging, and …
-sectionally or longitudinally based on MRI using machine-learning methods were included in …

Multiple classification of brain MRI autism spectrum disorder by age and gender using deep learning

HS Nogay, H Adeli - Journal of Medical Systems, 2024 - Springer
diagnosis of ASD (Autism Spectrum Disorders), another goal of this study is to find out the
contribution of gender and age … typical development) using brain MRI images. The quadruple …

Automatic autism spectrum disorder detection using artificial intelligence methods with MRI neuroimaging: A review

P Moridian, N Ghassemi, M Jafari… - Frontiers in Molecular …, 2022 - frontiersin.org
… on AI to detect ASD from MRI neuroimaging images. Section 5 … DL studies to ASD detection
using MRI modalities. Section 6 … In this study, various clinical data and medical imaging data

EEG analytics for early detection of autism spectrum disorder: a data-driven approach

WJ Bosl, H Tager-Flusberg, CA Nelson - Scientific reports, 2018 - nature.com
… The potential for EEG to be used as a functional brain imaging … of this study is to demonstrate
that nonlinear analysis of EEG … A recent study using data from the same infants used in the …

[PDF][PDF] Early prediction of autism spectrum disorder by computational approaches to fMRI analysis with early learning technique

P Karunakaran, YB Hamdan - Journal of Artificial Intelligence, 2020 - researchgate.net
Using fMRI data, we can early predict autism behavior function with the help of detecting
sensitive and particular biomarkers for ASD (4, 5). There are lots of studies to understand and …

Functional magnetic resonance imaging for autism spectrum disorder detection using deep learning

RNS Husna, AR Syafeeza, NA Hamid, YC Wong… - Jurnal …, 2021 - journals.utm.my
… This research intends to study the ASD biomarker based on neuroimaging functional … -ASD
patients using the Autism Brain Imaging Data Exchange dataset to create the diagnosis model…

… differences in brain activities and an accurate detection of autism spectrum disorder using resting state functional-magnetic resonance imaging: A spatial filtering …

V Subbaraju, MB Suresh, S Sundaram… - … image analysis, 2017 - Elsevier
… This paper presents a new approach for detecting major differences in brain activities …
study has been carried out using the publicly available data from the Autism Brain Imaging Data