APPLICATION OF MACHINE LEARNING ALGORITHMS TO EVALUATE THE UCI DATABASE IN THE CLASSIFICATION OF AUTISM SPECTRUM DISORDERS
In this article, we present the results of an evaluation of the autism spectrum disorder classification (ASD) of children in the UCI database. We evaluated the data set with the SVM and Random Forest algorithms and also investigated the Decision Tree, Logistic Regression, K-Nearest-Neighbors, Naïve...
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| Format: | Article |
| Language: | English |
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Dalat University
2020-09-01
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| Series: | Tạp chí Khoa học Đại học Đà Lạt |
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| Online Access: | http://tckh.dlu.edu.vn/index.php/tckhdhdl/article/view/649 |
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| author | Phạm Quang Thuận Nguyễn Đình Thuân |
| author_facet | Phạm Quang Thuận Nguyễn Đình Thuân |
| author_sort | Phạm Quang Thuận |
| collection | DOAJ |
| description | In this article, we present the results of an evaluation of the autism spectrum disorder classification (ASD) of children in the UCI database. We evaluated the data set with the SVM and Random Forest algorithms and also investigated the Decision Tree, Logistic Regression, K-Nearest-Neighbors, Naïve Bayes, and Multi-Layer Perceptron (MLP) algorithms. All algorithms give high classification results consistent with previous studies. We conclude that the data set for classifying children's autism spectrum disorders in the UCI database is reliable. |
| format | Article |
| id | doaj-art-3513d7d6c189454eb679c21a783ef933 |
| institution | Kabale University |
| issn | 0866-787X 0866-787X |
| language | English |
| publishDate | 2020-09-01 |
| publisher | Dalat University |
| record_format | Article |
| series | Tạp chí Khoa học Đại học Đà Lạt |
| spelling | doaj-art-3513d7d6c189454eb679c21a783ef9332025-02-02T13:08:08ZengDalat UniversityTạp chí Khoa học Đại học Đà Lạt0866-787X0866-787X2020-09-01103395110.37569/DalatUniversity.10.3.649(2020)329APPLICATION OF MACHINE LEARNING ALGORITHMS TO EVALUATE THE UCI DATABASE IN THE CLASSIFICATION OF AUTISM SPECTRUM DISORDERSPhạm Quang Thuận0Nguyễn Đình Thuân1Trường Cao đẳng Sư phạm Trung ương - Nha TrangTrường Đại học Công nghệ thông tin, Đại học Quốc gia TP.Hồ Chí Minh, Việt NamIn this article, we present the results of an evaluation of the autism spectrum disorder classification (ASD) of children in the UCI database. We evaluated the data set with the SVM and Random Forest algorithms and also investigated the Decision Tree, Logistic Regression, K-Nearest-Neighbors, Naïve Bayes, and Multi-Layer Perceptron (MLP) algorithms. All algorithms give high classification results consistent with previous studies. We conclude that the data set for classifying children's autism spectrum disorders in the UCI database is reliable.http://tckh.dlu.edu.vn/index.php/tckhdhdl/article/view/649rối loạn phổ tự kỷsàng lọc rối loạn phổ tự kỷthuật toán học máy. |
| spellingShingle | Phạm Quang Thuận Nguyễn Đình Thuân APPLICATION OF MACHINE LEARNING ALGORITHMS TO EVALUATE THE UCI DATABASE IN THE CLASSIFICATION OF AUTISM SPECTRUM DISORDERS Tạp chí Khoa học Đại học Đà Lạt rối loạn phổ tự kỷ sàng lọc rối loạn phổ tự kỷ thuật toán học máy. |
| title | APPLICATION OF MACHINE LEARNING ALGORITHMS TO EVALUATE THE UCI DATABASE IN THE CLASSIFICATION OF AUTISM SPECTRUM DISORDERS |
| title_full | APPLICATION OF MACHINE LEARNING ALGORITHMS TO EVALUATE THE UCI DATABASE IN THE CLASSIFICATION OF AUTISM SPECTRUM DISORDERS |
| title_fullStr | APPLICATION OF MACHINE LEARNING ALGORITHMS TO EVALUATE THE UCI DATABASE IN THE CLASSIFICATION OF AUTISM SPECTRUM DISORDERS |
| title_full_unstemmed | APPLICATION OF MACHINE LEARNING ALGORITHMS TO EVALUATE THE UCI DATABASE IN THE CLASSIFICATION OF AUTISM SPECTRUM DISORDERS |
| title_short | APPLICATION OF MACHINE LEARNING ALGORITHMS TO EVALUATE THE UCI DATABASE IN THE CLASSIFICATION OF AUTISM SPECTRUM DISORDERS |
| title_sort | application of machine learning algorithms to evaluate the uci database in the classification of autism spectrum disorders |
| topic | rối loạn phổ tự kỷ sàng lọc rối loạn phổ tự kỷ thuật toán học máy. |
| url | http://tckh.dlu.edu.vn/index.php/tckhdhdl/article/view/649 |
| work_keys_str_mv | AT phamquangthuan applicationofmachinelearningalgorithmstoevaluatetheucidatabaseintheclassificationofautismspectrumdisorders AT nguyenđinhthuan applicationofmachinelearningalgorithmstoevaluatetheucidatabaseintheclassificationofautismspectrumdisorders |