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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Main Authors: Mehrdad Payandeh, Mehrnoush Aeinfar, Vahid Aeinfar, Mohsen Hayati
Format: Article
Language:English
Published: Tehran University of Medical Sciences 2009-12-01
Series:International Journal of Hematology-Oncology and Stem Cell Research
Subjects:
Online Access:https://ijhoscr.tums.ac.ir/index.php/ijhoscr/article/view/227
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spelling 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.
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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