Future of Information and Communication Conference (FICC) 2024
4-5 April 2024
Publication Links
IJACSA
Special Issues
Future of Information and Communication Conference (FICC)
Computing Conference
Intelligent Systems Conference (IntelliSys)
Future Technologies Conference (FTC)
International Journal of Advanced Computer Science and Applications(IJACSA), Volume 14 Issue 12, 2023.
Abstract: Learning Disorders, which affect approximately 10% of the school population, represent a significant challenge in the educational field. The lack of proper diagnosis and treatment can have profound consequences, triggering psychological problems in those affected by disorders that impact reading, writing, numeracy and attention, among others. Notable among them are Attention Deficit Hyperactivity Disorder (ADHD) and dyslexia. In this context, a literature review focusing on Machine Learning applications to address these educational problems is addressed. The methodology proposed by Barbara Kitchenham guides this analysis, using the online tool Parsifal for the review, generation of search strings, formulation of research questions and management of information sources. The first findings of this research highlight a growing trend in the application of Machine Learning techniques in learning problems and disorders, especially in the last five years, as of 2019. Among the primary sources, the IEEE Digital Library emerges as a key source of information in this rapidly developing field. This innovative approach has the potential to significantly improve early detection, accurate diagnosis and implementation of personalized interventions, thus offering new perspectives in understanding and addressing the educational challenges associated with Learning Disorders.
Mario Aquino Cruz, Oscar Alcides Choquehuallpa Hurtado and Esther Calatayud Madariaga, “Application of Machine Learning in Learning Problems and Disorders: A Systematic Review” International Journal of Advanced Computer Science and Applications(IJACSA), 14(12), 2023. http://dx.doi.org/10.14569/IJACSA.2023.0141245
@article{Cruz2023,
title = {Application of Machine Learning in Learning Problems and Disorders: A Systematic Review},
journal = {International Journal of Advanced Computer Science and Applications},
doi = {10.14569/IJACSA.2023.0141245},
url = {http://dx.doi.org/10.14569/IJACSA.2023.0141245},
year = {2023},
publisher = {The Science and Information Organization},
volume = {14},
number = {12},
author = {Mario Aquino Cruz and Oscar Alcides Choquehuallpa Hurtado and Esther Calatayud Madariaga}
}
Copyright Statement: This is an open access article licensed under a Creative Commons Attribution 4.0 International License, which permits unrestricted use, distribution, and reproduction in any medium, even commercially as long as the original work is properly cited.