Literature DB >> 30203246

Developing Charcot-Marie-Tooth Disease Recognition System Using Bacterial Foraging Optimization Algorithm Based Spiking Neural Network.

Abdulaziz Abdullah Al-Kheraif1, Mohamed Hashem2, Mohammed Sayed S Al Esawy3.   

Abstract

In the developing technology Charcot-Marie-Tooth (CMT) disease is one of the teeth diseases which are occurred due to the genetic reason. The CMT disease affects the muscle tissue which reduces the progressive growth of the muscle. So, the CMT disease needs to be recognized carefully for eliminating the risk factors in the early stage. At the time of this process, the system handles the difficulties while performing feature extraction and classification part. So, the teeth images are processed by applying the normalization method which eliminates the salt and pepper noise from data. From that, modified group delay function along with Cepstral coefficient features are extracted with effective manner. After that Bacterial Foraging Optimization Algorithm based features are selected. Then the selected features are examined by applying the Bacterial Foraging Optimization Algorithm based spiking neural network which successfully recognizes the CMT disease. At that point the productivity of the framework is assessed with the assistance of exploratory outcomes.

Entities:  

Keywords:  Bacterial foraging optimization algorithm based spiking neural network; Charcot–Marie–tooth (CMT) disease; Modified group delay function; Normalization process

Mesh:

Year:  2018        PMID: 30203246     DOI: 10.1007/s10916-018-1049-8

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


  7 in total

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Journal:  N Engl J Med       Date:  2010-03-10       Impact factor: 91.245

4.  Artificial neural networks for the diagnosis of aggressive periodontitis trained by immunologic parameters.

Authors:  Georgios Papantonopoulos; Keiso Takahashi; Tasos Bountis; Bruno G Loos
Journal:  PLoS One       Date:  2014-03-06       Impact factor: 3.240

5.  Optimal classifier for imbalanced data using Matthews Correlation Coefficient metric.

Authors:  Sabri Boughorbel; Fethi Jarray; Mohammed El-Anbari
Journal:  PLoS One       Date:  2017-06-02       Impact factor: 3.240

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Authors:  Paula Juárez; Francesc Palau
Journal:  Neural Plast       Date:  2012-06-13       Impact factor: 3.599

Review 7.  The genetics of Charcot-Marie-Tooth disease: current trends and future implications for diagnosis and management.

Authors:  J Chad Hoyle; Michael C Isfort; Jennifer Roggenbuck; W David Arnold
Journal:  Appl Clin Genet       Date:  2015-10-19
  7 in total
  2 in total

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Authors:  Pei-Hao Chen; Chieh-Wen Lien; Wen-Chun Wu; Lu-Shan Lee; Jin-Siang Shaw
Journal:  J Med Syst       Date:  2020-04-23       Impact factor: 4.460

2.  Artificial Neural Network Modeling of Glass Transition Temperatures for Some Homopolymers with Saturated Carbon Chain Backbone.

Authors:  Elena-Luiza Epure; Sîziana Diana Oniciuc; Nicolae Hurduc; Elena Niculina Drăgoi
Journal:  Polymers (Basel)       Date:  2021-11-27       Impact factor: 4.329

  2 in total

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