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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Bibliographic Details
Published in:AL-Rafidain journal of computer sciences and mathematics Vol. 10; no. 1; pp. 183 - 194
Main Authors: Qasim, Omar, Mohammed, Israa
Format: Journal Article
Language:Arabic
English
Published: Mosul University 15-03-2013
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Summary: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.
ISSN:2311-7990
1815-4816
2311-7990
DOI:10.33899/csmj.2013.163451