<abstract xmlns="http://www.w3.org/1999/xhtml"><p>Social insurance is an individual’s protection against risks such as retirement, death or disability. Big data mining and analytics are a way that could help the insurers and the actuaries to get the optimal decision for the insured individuals. Dependently, this paper proposes a novel analytic framework for Egyptian Social insurance big data. NOSI’s data contains data, which need some pre-processing methods after extraction like replacing missing values, standardization and outlier/extreme data. The paper also presents using some mining methods, such as clustering and classification algorithms on the Egyptian social insurance dataset through an experiment. In clustering, we used K-means clustering and the result showed a silhouette score 0.138 with two clusters in the dataset features. In classification, we used the Support Vector Machine (SVM) classifier and classification results showed a high accuracy percentage of 94%.</p></abstract>

Social insurance is an individual’s protection against risks such as retirement, death or disability. Big data mining and analytics are a way that could help the insurers and the actuaries to get the optimal decision for the insured individuals. Dependently, this paper proposes a novel analytic framework for Egyptian Social insurance big data. NOSI’s data contains data, which need some pre-processing methods after extraction like replacing missing values, standardization and outlier/extreme data. The paper also presents using some mining methods, such as clustering and classification algorithms on the Egyptian social insurance dataset through an experiment. In clustering, we used K-means clustering and the result showed a silhouette score 0.138 with two clusters in the dataset features. In classification, we used the Support Vector Machine (SVM) classifier and classification results showed a high accuracy percentage of 94%.

RETRACTED: A Smart Social Insurance Big Data Analytics Framework Based on Machine Learning Algorithms

Department of Computers and Information Systems

Cybernetics and Information Technologies

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

Social insurance is an individual’s protection against risks such as retirement, death or disability. Big data mining and analytics are a way that could help...

RETRACTED: A Smart Social Insurance Big Data Analytics Framework Based on Machine Learning Algorithms

Pubblicato online: 27 mar 2020

Pagine: 95 - 111

Ricevuto: 17 dic 2019

Accettato: 24 feb 2020

DOI: https://doi.org/10.2478/cait-2020-0007

Parole chiave
Social Insurance, Data Integration, Big Data Mining and Big Data Analytics

© 2020 Youssef Senousy et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

RETRACTED: A Smart Social Insurance Big Data Analytics Framework Based on Machine Learning Algorithms

Pubblicato online: 27 mar 2020

Pagine: 95 - 111

Ricevuto: 17 dic 2019

Accettato: 24 feb 2020

DOI: https://doi.org/10.2478/cait-2020-0007

Parole chiaveSocial Insurance, Data Integration, Big Data Mining and Big Data Analytics

© 2020 Youssef Senousy et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

Parole chiave
Social Insurance, Data Integration, Big Data Mining and Big Data Analytics