Prediction of Disease Level Using Multilayer Perceptron of Artificial Neural Network for Patient Monitoring
Md. Osman Goni Nayeem1, Maung Ning Wan2, Md. Kamrul Hasan3
1Md. Osman Goni Nayeem, Department of Electrical and Electronic Engineering (EEE), Khulna University of Engineering & Technology (KUET), Khulna-9203, Bangladesh.
2Maung Ning Wan, Department of Electrical and Electronic Engineering (EEE), Khulna University of Engineering & Technology (KUET), Khulna-9203, Bangladesh.
3DMd. Kamrul Hasan, Department of Electrical and Electronic Engineering (EEE), Khulna University of Engineering & Technology (KUET), Khulna-9203, Bangladesh.
Manuscript received on August 18, 2015. | Revised Manuscript received on August 27, 2015. | Manuscript published on September 05, 2015. | PP: 17-23 | Volume-5 Issue-4, September 2015 . | Retrieval Number: C2671075315/2015©BEIESP
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©The Authors. Published By: Blue Eyes Intelligence Engineering and Sciences Publication (BEIESP). This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/
Abstract: ANN has been proved as a powerful discriminating classifier for tasks in medical diagnosis for early detection of diseases. In our research, ANN has been used for predicting three different diseases (heart disease, liver disorder, lung cancer). Feed-forward back propagation neural network algorithm with Multi-Layer Perceptron is used as a classifier to distinguish between infected or non-infected person. The results of applying the ANNs methodology to diagnosis of these disease based upon selected symptoms show abilities of the network to learn the patterns corresponding to symptoms of the person. In our proposed work, Multi-Layer Perceptron with having 2 hidden layer is used to predict medical diseases. Here in case of liver disorder prediction patients are classified into four categories: normal condition, abnormal condition (initial), abnormal condition and severe condition. This neural network model shows good performance in predicting disease with less error.
Keywords: Artificial Neural Network (ANN), Multilayer Perceptron, Heart Diseases, Liver Disorder, Lung Cancer.