A New Method for Diagnosis and Predicting Blood Disorder and Cancer Using Artificial Intelligence (Artificial Neural Networks)
This paper represents a novel use of artificial neural networks in medical science. The proposed technique involves training a Multi Layer Perceptron (MLP) (a kind of artificial neural network) with a BP learning algorithm to recognize a pattern for the diagnosing and prediction of five blood disord...
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Tehran University of Medical Sciences
2009-12-01
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Online Access: | https://ijhoscr.tums.ac.ir/index.php/ijhoscr/article/view/227 |
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doaj-d7aa3f86395a49b6ac0efa2ba65e99552020-11-25T03:59:14ZengTehran University of Medical SciencesInternational Journal of Hematology-Oncology and Stem Cell Research2008-22072009-12-0134A New Method for Diagnosis and Predicting Blood Disorder and Cancer Using Artificial Intelligence (Artificial Neural Networks)Mehrdad Payandeh0Mehrnoush Aeinfar1Vahid Aeinfar2Mohsen Hayati3Hematology-Oncology Department, Faculty of Medical Science, Kermanshah University of Medical Science,Kermanshah, IranHematology-Oncology Department, Faculty of Medical Science, Kermanshah University of Medical Science, Kermanshah, IranElectronic Department, Faculty of Technology, Razi University, Kermanshah, Iran Computational Intelligence Research Center, Razi University, Kermanshah, IranElectronic Department, Faculty of Technology, Razi University, Kermanshah, Iran Computational Intelligence Research Center, Razi University, Kermanshah, IranThis paper represents a novel use of artificial neural networks in medical science. The proposed technique involves training a Multi Layer Perceptron (MLP) (a kind of artificial neural network) with a BP learning algorithm to recognize a pattern for the diagnosing and prediction of five blood disorders, through the results of blood tests from H1 machine. The blood test parameters and diagnosis of physician about the diseases of 450 patients from Taleghani Hospital in Kermanshah, Iran, are used in a supervised training method to update network parameters. This method was implemented to diagnose these disorder and cancer: Megaloblastic Anaemia, Thalassemia, Idiopathic thrombocytopenic pupura (ITP), Chronic myelogenous leukemia and Lymphoproliferative. https://ijhoscr.tums.ac.ir/index.php/ijhoscr/article/view/227Artificial Neural NetworkMultilayer Perceptron (MLP)Multi-Variable Non-linear RegressionBlood |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Mehrdad Payandeh Mehrnoush Aeinfar Vahid Aeinfar Mohsen Hayati |
spellingShingle |
Mehrdad Payandeh Mehrnoush Aeinfar Vahid Aeinfar Mohsen Hayati A New Method for Diagnosis and Predicting Blood Disorder and Cancer Using Artificial Intelligence (Artificial Neural Networks) International Journal of Hematology-Oncology and Stem Cell Research Artificial Neural Network Multilayer Perceptron (MLP) Multi-Variable Non-linear Regression Blood |
author_facet |
Mehrdad Payandeh Mehrnoush Aeinfar Vahid Aeinfar Mohsen Hayati |
author_sort |
Mehrdad Payandeh |
title |
A New Method for Diagnosis and Predicting Blood Disorder and Cancer Using Artificial Intelligence (Artificial Neural Networks) |
title_short |
A New Method for Diagnosis and Predicting Blood Disorder and Cancer Using Artificial Intelligence (Artificial Neural Networks) |
title_full |
A New Method for Diagnosis and Predicting Blood Disorder and Cancer Using Artificial Intelligence (Artificial Neural Networks) |
title_fullStr |
A New Method for Diagnosis and Predicting Blood Disorder and Cancer Using Artificial Intelligence (Artificial Neural Networks) |
title_full_unstemmed |
A New Method for Diagnosis and Predicting Blood Disorder and Cancer Using Artificial Intelligence (Artificial Neural Networks) |
title_sort |
new method for diagnosis and predicting blood disorder and cancer using artificial intelligence (artificial neural networks) |
publisher |
Tehran University of Medical Sciences |
series |
International Journal of Hematology-Oncology and Stem Cell Research |
issn |
2008-2207 |
publishDate |
2009-12-01 |
description |
This paper represents a novel use of artificial neural networks in medical science. The proposed technique involves training a Multi Layer Perceptron (MLP) (a kind of artificial neural network) with a BP learning algorithm to recognize a pattern for the diagnosing and prediction of five blood disorders, through the results of blood tests from H1 machine. The blood test parameters and diagnosis of physician about the diseases of 450 patients from Taleghani Hospital in Kermanshah, Iran, are used in a supervised training method to update network parameters. This method was implemented to diagnose these disorder and cancer: Megaloblastic Anaemia, Thalassemia, Idiopathic thrombocytopenic pupura (ITP), Chronic myelogenous leukemia and Lymphoproliferative.
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topic |
Artificial Neural Network Multilayer Perceptron (MLP) Multi-Variable Non-linear Regression Blood |
url |
https://ijhoscr.tums.ac.ir/index.php/ijhoscr/article/view/227 |
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