Skip to main content
Top
Published in:

08-02-2024 | Original Article

Advancing ASD detection: novel approach integrating attention graph neural networks and crossover boosted meerkat optimization

Authors: Lipika Goel, Sonam Gupta, Avdhesh Gupta, Siddhi Nath Rajan, Vishan Kumar Gupta, Arjun Singh, Pradeep Gupta

Published in: International Journal of Machine Learning and Cybernetics | Issue 8/2024

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

The article introduces a groundbreaking method for detecting Autism Spectrum Disorder (ASD) by integrating attention graph neural networks and crossover boosted meerkat optimization. It addresses the limitations of existing methods, such as overfitting and class imbalance, by employing sophisticated feature extraction techniques and advanced neural network architectures. The proposed model, ASD-AttGCBMO, demonstrates impressive performance in classifying ASD using structural magnetic resonance imaging (sMRI) data from the ABIDE 1 dataset. The article highlights the potential of this novel approach to enhance early detection and treatment decisions, ultimately improving the quality of life for individuals with ASD. The research showcases extensive experimentation and comparative analysis, underscoring the superiority of the proposed method over existing techniques.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Business + Economics & Engineering + Technology"

Online-Abonnement

Springer Professional "Business + Economics & Engineering + Technology" gives you access to:

  • more than 102.000 books
  • more than 537 journals

from the following subject areas:

  • Automotive
  • Construction + Real Estate
  • Business IT + Informatics
  • Electrical Engineering + Electronics
  • Energy + Sustainability
  • Finance + Banking
  • Management + Leadership
  • Marketing + Sales
  • Mechanical Engineering + Materials
  • Insurance + Risk


Secure your knowledge advantage now!

Springer Professional "Engineering + Technology"

Online-Abonnement

Springer Professional "Engineering + Technology" gives you access to:

  • more than 67.000 books
  • more than 390 journals

from the following specialised fileds:

  • Automotive
  • Business IT + Informatics
  • Construction + Real Estate
  • Electrical Engineering + Electronics
  • Energy + Sustainability
  • Mechanical Engineering + Materials





 

Secure your knowledge advantage now!

Springer Professional "Business + Economics"

Online-Abonnement

Springer Professional "Business + Economics" gives you access to:

  • more than 67.000 books
  • more than 340 journals

from the following specialised fileds:

  • Construction + Real Estate
  • Business IT + Informatics
  • Finance + Banking
  • Management + Leadership
  • Marketing + Sales
  • Insurance + Risk



Secure your knowledge advantage now!

Show more products
Literature
This content is only visible if you are logged in and have the appropriate permissions.
Metadata
Title
Advancing ASD detection: novel approach integrating attention graph neural networks and crossover boosted meerkat optimization
Authors
Lipika Goel
Sonam Gupta
Avdhesh Gupta
Siddhi Nath Rajan
Vishan Kumar Gupta
Arjun Singh
Pradeep Gupta
Publication date
08-02-2024
Publisher
Springer Berlin Heidelberg
Published in
International Journal of Machine Learning and Cybernetics / Issue 8/2024
Print ISSN: 1868-8071
Electronic ISSN: 1868-808X
DOI
https://doi.org/10.1007/s13042-023-02092-1