Autism spectrum disorder (ASD)
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Autism Spectrum Disorder Prediction Using Classification Techniques: A Comparative Analysis
Abstract: Autism spectrum disorder (ASD) is a multifaceted neurodevelopmental disorder marked by difficulties in social interaction, communication, and repetitive behaviors. Identifying and addressing ASD early is essential for enhancing the quality of life for those affected. Data mining techniques have emerged as powerful tools in analyzing large datasets to predict and diagnose ASD, aiding in early identification and intervention. This article presents a comprehensive comparative analysis of classification techniques employed in …
Published in Journal of Computer Technology & Applications · Vol. 15, Issue 3, 2024 · pp. 66–71 Read article
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Specialized Education in Enhancing Life Satisfaction Among Caregivers of Children with Autism
Abstract: Autism spectrum disorder (ASD) is a complex neurodevelopmental condition that significantly impairs a person's ability to communicate, engage in social interactions, and exhibit typical behavioral patterns. Raising a child with autism presents several difficulties for couples. Specialized education can be beneficial for children with autism. The study aims to identify the role of special education and satisfaction rates among autistic caregivers. The result shows that special education causes a 37.9 …
Published in International Journal of Children · Vol. 1, Issue 2, 2024 · pp. 38–42 Read article
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Early Autism Diagnosis: Machine Learning Models and Their Effectiveness
Abstract: Diagnosis is of utmost importance for timely intervention and support. However, traditional diagnosis methods, which are based on subjective assessment, are delayed. This project explores the role that machine learning techniques might play in enhancing the accuracy and effectiveness of ASD detection. Several state-of-the-art classification algorithms were benchmarked using a dataset from Kaggle. Logistic Regression, XG Boost, Random Forest, Decision Tree, and Gradient Boosting were taken into consideration. Other performance …
Published in Journal of Instrumentation Technology & Innovations · Vol. 14, Issue 2, 2024 Read article