Employing Machine Learning-Based Predictive Analytical Approaches to Classify Autism Spectrum Disorder Types
Autism spectrum disorder is an inherited long-living and neurological disorder that starts in the early age of childhood with complicated causes. Autism spectrum disorder can lead to mental disorders such as anxiety, miscommunication, and limited repetitive interest. If the autism spectrum disorder...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Hindawi-Wiley
2022-01-01
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| Series: | Complexity |
| Online Access: | http://dx.doi.org/10.1155/2022/8134018 |
| _version_ | 1826998450922717184 |
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| author | Muhammad Kashif Hanif Naba Ashraf Muhammad Umer Sarwar Deleli Mesay Adinew Reehan Yaqoob |
| author_facet | Muhammad Kashif Hanif Naba Ashraf Muhammad Umer Sarwar Deleli Mesay Adinew Reehan Yaqoob |
| author_sort | Muhammad Kashif Hanif |
| collection | DOAJ |
| description | Autism spectrum disorder is an inherited long-living and neurological disorder that starts in the early age of childhood with complicated causes. Autism spectrum disorder can lead to mental disorders such as anxiety, miscommunication, and limited repetitive interest. If the autism spectrum disorder is detected in the early childhood, it will be very beneficial for children to enhance their mental health level. In this study, different machine and deep learning algorithms were applied to classify the severity of autism spectrum disorder. Moreover, different optimization techniques were employed to enhance the performance. The deep neural network performed better when compared with other approaches. |
| first_indexed | 2024-04-11T18:13:03Z |
| format | Article |
| id | doaj.art-9a214b90cfe24937a30cd7e12063d7c3 |
| institution | Directory Open Access Journal |
| issn | 1099-0526 |
| language | English |
| last_indexed | 2025-02-18T10:14:32Z |
| publishDate | 2022-01-01 |
| publisher | Hindawi-Wiley |
| record_format | Article |
| series | Complexity |
| spelling | doaj.art-9a214b90cfe24937a30cd7e12063d7c32024-11-02T05:32:30ZengHindawi-WileyComplexity1099-05262022-01-01202210.1155/2022/8134018Employing Machine Learning-Based Predictive Analytical Approaches to Classify Autism Spectrum Disorder TypesMuhammad Kashif Hanif0Naba Ashraf1Muhammad Umer Sarwar2Deleli Mesay Adinew3Reehan Yaqoob4Department of Computer ScienceDepartment of Computer ScienceDepartment of Computer ScienceDepartment of Computer ScienceDepartment of Computer ScienceAutism spectrum disorder is an inherited long-living and neurological disorder that starts in the early age of childhood with complicated causes. Autism spectrum disorder can lead to mental disorders such as anxiety, miscommunication, and limited repetitive interest. If the autism spectrum disorder is detected in the early childhood, it will be very beneficial for children to enhance their mental health level. In this study, different machine and deep learning algorithms were applied to classify the severity of autism spectrum disorder. Moreover, different optimization techniques were employed to enhance the performance. The deep neural network performed better when compared with other approaches.http://dx.doi.org/10.1155/2022/8134018 |
| spellingShingle | Muhammad Kashif Hanif Naba Ashraf Muhammad Umer Sarwar Deleli Mesay Adinew Reehan Yaqoob Employing Machine Learning-Based Predictive Analytical Approaches to Classify Autism Spectrum Disorder Types Complexity |
| title | Employing Machine Learning-Based Predictive Analytical Approaches to Classify Autism Spectrum Disorder Types |
| title_full | Employing Machine Learning-Based Predictive Analytical Approaches to Classify Autism Spectrum Disorder Types |
| title_fullStr | Employing Machine Learning-Based Predictive Analytical Approaches to Classify Autism Spectrum Disorder Types |
| title_full_unstemmed | Employing Machine Learning-Based Predictive Analytical Approaches to Classify Autism Spectrum Disorder Types |
| title_short | Employing Machine Learning-Based Predictive Analytical Approaches to Classify Autism Spectrum Disorder Types |
| title_sort | employing machine learning based predictive analytical approaches to classify autism spectrum disorder types |
| url | http://dx.doi.org/10.1155/2022/8134018 |
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