An Analytical Mathematical Study of Artificial Neural Network Algorithms in the Suitability of a Model for Medical Diagnosis
In this research discuss the concept of appropriate form, by examining mathematical behavior for three models represent neural networks are (GRNN, BPNN, PNN), were applied two types of medical data are (osteoporosis and weaknesses auditory) and different in the way of classification and spaces Input...
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| Format: | Article |
| Language: | English |
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Mosul University
2013-03-01
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| Series: | Al-Rafidain Journal of Computer Sciences and Mathematics |
| Subjects: | |
| Online Access: | https://csmj.mosuljournals.com/article_163451_7d6619de06ebc74dbb9a0cd63212f701.pdf |
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| _version_ | 1850241650170789888 |
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| author | Omar Qasim Israa Mohammed |
| author_facet | Omar Qasim Israa Mohammed |
| author_sort | Omar Qasim |
| collection | DOAJ |
| description | In this research discuss the concept of appropriate form, by examining mathematical behavior for three models represent neural networks are (GRNN, BPNN, PNN), were applied two types of medical data are (osteoporosis and weaknesses auditory) and different in the way of classification and spaces Input and output, and show through the application of these data and suitability models with neural networks in terms of the Domain and Range the network (PNN) is the best in the diagnosis of audio data through average MSE, and network (GRNN) is better diagnose bone crisp data (which are more complex) and the network (BPNN) is the most generalization, especially when test data are large compared with the training data. |
| format | Article |
| id | doaj-art-bf0ba032ea8c4d1ab9c704d64c2fd861 |
| institution | OA Journals |
| issn | 1815-4816 2311-7990 |
| language | English |
| publishDate | 2013-03-01 |
| publisher | Mosul University |
| record_format | Article |
| series | Al-Rafidain Journal of Computer Sciences and Mathematics |
| spelling | doaj-art-bf0ba032ea8c4d1ab9c704d64c2fd8612025-08-20T02:00:33ZengMosul UniversityAl-Rafidain Journal of Computer Sciences and Mathematics1815-48162311-79902013-03-0110118319410.33899/csmj.2013.163451163451An Analytical Mathematical Study of Artificial Neural Network Algorithms in the Suitability of a Model for Medical DiagnosisOmar Qasim0Israa Mohammed1College of Computer Science and Mathematics University of Mosul, Mosul, IraqCollege of Computer Science and Mathematics University of Mosul, Mosul, IraqIn this research discuss the concept of appropriate form, by examining mathematical behavior for three models represent neural networks are (GRNN, BPNN, PNN), were applied two types of medical data are (osteoporosis and weaknesses auditory) and different in the way of classification and spaces Input and output, and show through the application of these data and suitability models with neural networks in terms of the Domain and Range the network (PNN) is the best in the diagnosis of audio data through average MSE, and network (GRNN) is better diagnose bone crisp data (which are more complex) and the network (BPNN) is the most generalization, especially when test data are large compared with the training data.https://csmj.mosuljournals.com/article_163451_7d6619de06ebc74dbb9a0cd63212f701.pdfclassificationregressionperceptron nnbackpropagation nn |
| spellingShingle | Omar Qasim Israa Mohammed An Analytical Mathematical Study of Artificial Neural Network Algorithms in the Suitability of a Model for Medical Diagnosis Al-Rafidain Journal of Computer Sciences and Mathematics classification regression perceptron nn backpropagation nn |
| title | An Analytical Mathematical Study of Artificial Neural Network Algorithms in the Suitability of a Model for Medical Diagnosis |
| title_full | An Analytical Mathematical Study of Artificial Neural Network Algorithms in the Suitability of a Model for Medical Diagnosis |
| title_fullStr | An Analytical Mathematical Study of Artificial Neural Network Algorithms in the Suitability of a Model for Medical Diagnosis |
| title_full_unstemmed | An Analytical Mathematical Study of Artificial Neural Network Algorithms in the Suitability of a Model for Medical Diagnosis |
| title_short | An Analytical Mathematical Study of Artificial Neural Network Algorithms in the Suitability of a Model for Medical Diagnosis |
| title_sort | analytical mathematical study of artificial neural network algorithms in the suitability of a model for medical diagnosis |
| topic | classification regression perceptron nn backpropagation nn |
| url | https://csmj.mosuljournals.com/article_163451_7d6619de06ebc74dbb9a0cd63212f701.pdf |
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