Literature DB >> 20052900

A comparative study on chronic obstructive pulmonary and pneumonia diseases diagnosis using neural networks and artificial immune system.

Orhan Er1, Cengiz Sertkaya, Feyzullah Temurtas, A Cetin Tanrikulu.   

Abstract

Millions of people are diagnosed every year with a chest disease in the world. Chronic obstructive pulmonary and pneumonia diseases are two of the most important chest diseases. And these are very common illnesses in Turkey. In this paper, a comparative study on chronic obstructive pulmonary and pneumonia diseases diagnosis was realized by using neural networks and artificial immune systems. For this purpose, three different neural networks structures and one artificial immune system were used. Used neural network structures in this study were multilayer, probabilistic, and learning vector quantization neural networks. The results of the study were compared with the results of the pervious similar studies reported focusing on chronic obstructive pulmonary and pneumonia diseases diagnosis. The chronic obstructive pulmonary and pneumonia diseases dataset were prepared from a chest diseases hospital's database using patient's epicrisis reports.

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Year:  2009        PMID: 20052900     DOI: 10.1007/s10916-008-9209-x

Source DB:  PubMed          Journal:  J Med Syst        ISSN: 0148-5598            Impact factor:   4.460


  10 in total

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Journal:  Comput Methods Programs Biomed       Date:  2002-07       Impact factor: 5.428

2.  Use of genetic algorithms for neural networks to predict community-acquired pneumonia.

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3.  Predicting breast cancer survivability: a comparison of three data mining methods.

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Review 4.  Chronic obstructive pulmonary disease: histopathology, inflammation and potential therapies.

Authors:  Néstor A Molfino; Peter K Jeffery
Journal:  Pulm Pharmacol Ther       Date:  2006-05-06       Impact factor: 3.410

5.  Fast training algorithms for multilayer neural nets.

Authors:  R P Brent
Journal:  IEEE Trans Neural Netw       Date:  1991

6.  Training feedforward networks with the Marquardt algorithm.

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Journal:  IEEE Trans Neural Netw       Date:  1994

7.  Artificial neural networks in chest radiography: application to the differential diagnosis of interstitial lung disease.

Authors:  K Ashizawa; T Ishida; H MacMahon; C J Vyborny; S Katsuragawa; K Doi
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Review 8.  Structural and inflammatory changes in COPD: a comparison with asthma.

Authors:  P K Jeffery
Journal:  Thorax       Date:  1998-02       Impact factor: 9.139

Review 9.  Drugs in clinical development for chronic obstructive pulmonary disease.

Authors:  Néstor A Molfino
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  10 in total
  7 in total

Review 1.  Modeling paradigms for medical diagnostic decision support: a survey and future directions.

Authors:  Kavishwar B Wagholikar; Vijayraghavan Sundararajan; Ashok W Deshpande
Journal:  J Med Syst       Date:  2011-10-01       Impact factor: 4.460

2.  A telehealth system for automated diagnosis of asthma and chronical obstructive pulmonary disease.

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3.  Computer-aided diagnosis of pneumonia in patients with chronic obstructive pulmonary disease.

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5.  Deep Convolutional Neural Networks for Chest Diseases Detection.

Authors:  Rahib H Abiyev; Mohammad Khaleel Sallam Ma'aitah
Journal:  J Healthc Eng       Date:  2018-08-01       Impact factor: 2.682

6.  Predicting ventilator-associated pneumonia with machine learning.

Authors:  Christine Giang; Jacob Calvert; Keyvan Rahmani; Gina Barnes; Anna Siefkas; Abigail Green-Saxena; Jana Hoffman; Qingqing Mao; Ritankar Das
Journal:  Medicine (Baltimore)       Date:  2021-06-11       Impact factor: 1.817

Review 7.  Personalized medicine for patients with COPD: where are we?

Authors:  Frits Me Franssen; Peter Alter; Nadav Bar; Birke J Benedikter; Stella Iurato; Dieter Maier; Michael Maxheim; Fabienne K Roessler; Martijn A Spruit; Claus F Vogelmeier; Emiel Fm Wouters; Bernd Schmeck
Journal:  Int J Chron Obstruct Pulmon Dis       Date:  2019-07-09
  7 in total

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