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Comparison of ECB-LDA and DSO-RBNN in Diabetes Prediction using Big Data Analytics

    Authors

    • GeoJenefer G. 1
    • Deepa A.J 2

    1 Research Scholar, Anna University, Chennai, TamilNadu, India

    2 Professor, Ponjesly College of Engineering, Nagercoil, TamilNadu, India

,

Document Type : Research Article

10.47392/irjash.2021.168
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Abstract

Diabetes is one of the chronic diseases rovering all over the world. It affects people in all ages. Even child by birth also getting affected by this disease. Already various machine learning algorithms were used to predict diabetes. This work compares two algorithms Enhanced Catboost with Linear Discriminant Analysis (ECB-LDA) and Dolphin Swarm Optimization with Radial Basis Neural Network (DSO-RBNN) which were used for diabetes prediction.  Also hospitals and other clinical centers are facing problem in handling large amount of data. To solve such problem and also do early prediction of diabetes, big data analytics is used. This work proves that the accuracy of DSO-RBNN is better than the ECB-LDA.

Keywords

  • Big Data analytics
  • chronic disease
  • Linear Discriminant Analysis (LDA)
  • Dolphin Swarm Optimization (DSO)
  • Radial Basis Neural Network (RBNN)
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International Research Journal on Advanced Science Hub
Volume 03, Special Issue 6S - Issue Serial Number 6
June 2021
Page 67-70
Files
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  • PDF 535.9 K
History
  • Receive Date: 01 January 1970
  • Accept Date: 01 January 1970
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  • Article View: 201
  • PDF Download: 198

APA

G., G. and A.J, D. (2021). Comparison of ECB-LDA and DSO-RBNN in Diabetes Prediction using Big Data Analytics. International Research Journal on Advanced Science Hub, 03(Special Issue 6S), 67-70. doi: 10.47392/irjash.2021.168

MLA

G., G. , and A.J, D. . "Comparison of ECB-LDA and DSO-RBNN in Diabetes Prediction using Big Data Analytics", International Research Journal on Advanced Science Hub, 03, Special Issue 6S, 2021, 67-70. doi: 10.47392/irjash.2021.168

HARVARD

G., G., A.J, D. (2021). 'Comparison of ECB-LDA and DSO-RBNN in Diabetes Prediction using Big Data Analytics', International Research Journal on Advanced Science Hub, 03(Special Issue 6S), pp. 67-70. doi: 10.47392/irjash.2021.168

CHICAGO

G. G. and D. A.J, "Comparison of ECB-LDA and DSO-RBNN in Diabetes Prediction using Big Data Analytics," International Research Journal on Advanced Science Hub, 03 Special Issue 6S (2021): 67-70, doi: 10.47392/irjash.2021.168

VANCOUVER

G., G., A.J, D. Comparison of ECB-LDA and DSO-RBNN in Diabetes Prediction using Big Data Analytics. International Research Journal on Advanced Science Hub, 2021; 03(Special Issue 6S): 67-70. doi: 10.47392/irjash.2021.168

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