Autistic Spectrum Disorder Screening: Prediction with Machine Learning Models
Astha Baranwal, M. Vanitha
20202020 International Conference on Emerging Trends in Information Technology and Engineering (ic-ETITE)29 citationsDOI
Abstract
Autistic Spectrum Disorder (ASD) is a developmental disorder that can be observed in all age groups. This paper uses ASD screening dataset for analysis and prediction of probable cases in adults, children and adolescents. The dataset for each of the age groups are analyzed and inferences are drawn from them. Machine learning algorithms like Artificial Neural Networks (ANN), Random Forest, Logistic Regression, Decision Tree and Support Vector Machines (SVM) are used for prediction and comparison.
Topics & Concepts
Autistic spectrum disorderAutism spectrum disorderSupport vector machineLogistic regressionRandom forestDecision treeArtificial intelligenceMachine learningComputer scienceArtificial neural networkRegressionPattern recognition (psychology)PsychologyAutismDevelopmental psychologyStatisticsMathematicsAutism Spectrum Disorder ResearchAttention Deficit Hyperactivity Disorder