Skip navigation


  • DSpace logo
  • Home
  • Collections
  • Researcher Profile
  • Explore by
    • Researcher Profile
  • VGU library
  • Help
  • User Guide
  • Sign on to:
    • My DSpace
    • Receive email
      updates
    • Edit Account details

VGU RESEARCH REPOSITORY


Please use this identifier to cite or link to this item: https://epub.vgu.edu.vn/handle/dlibvgu/1843
Title: Analyzing the impact of determinants on autism spectrum disorder diagnosis in children
Authors: Pham Nhu Ngoc 
Keywords: Data analytics;Machine learning;Autism spectrum disorder
Issue Date: 2024
Abstract: 
Autism Spectrum Disorder is a complex neurodevelopmental condition that affects approximately one percent of children worldwide. Early diagnosis and intervention are crucial for improving the developmental outcomes and quality of life for children with ASD. This study investigated the insights into which determinants influence autism diagnosis, aiming to identify key factors that contribute to the accurate and timely detection of ASD in children. By understanding these determinants, the study provides a foundation for improving diagnostic practices. Additionally, this thesis explores the application of various machine learning models, including traditional classifiers, neural networks, and hybrid techniques, for the classification of ASD in children aged 4-11 years. Afterward, the performance of these techniques is assessed through various metrics and analyses to evaluate their effectiveness in ASD classification. The findings of this study offer valuable insights into children from 4 to 11 with ASD and offer a foundation for applying innovative machine learning methods for improving autism spectrum disorder early detection and intervention approaches
URI(1): https://epub.vgu.edu.vn/handle/dlibvgu/1843
Rights: Attribution-NonCommercial 4.0 International
Attribution-NonCommercial-ShareAlike 3.0 United States
Appears in Collections:Computer Science (CS)

Files in This Item:
File Description SizeFormat
Analyzing the impact of determinants on autism spectrum disorder diagnosis in children.pdf13.99 MBAdobe PDFView/Open
Show full item record

Page view(s)

101
checked on Apr 4, 2026

Download(s)

39
checked on Apr 4, 2026

Google ScholarTM

Check


This item is licensed under a Creative Commons License Creative Commons

© Copyright 2020 by Vietnamese - German University Library.
Add: Ring road 4, Quarter 4, Thoi Hoa Ward, Ben Cat City, Binh Duong Province
Tel.:(0274) 222 0990. Ext.: 70206