Network analytics and machine learning for predictive risk modelling of cardiovascular disease in patients with type 2 diabetes

作者:

Highlights:

• Develop models to predict cardiovascular disease for diabetic patients.

• Apply network analytics and machine learning on health data for disease modelling.

• More informed decisions can be made for healthcare management.

• Illustrate an important use of administrative claim data.

摘要

•Develop models to predict cardiovascular disease for diabetic patients.•Apply network analytics and machine learning on health data for disease modelling.•More informed decisions can be made for healthcare management.•Illustrate an important use of administrative claim data.

论文关键词:Administrative data,Comorbidity,Cardiovascular disease,Type 2 diabetes,Network analysis and Machine learning technique

论文评审过程:Received 7 April 2020, Revised 4 August 2020, Accepted 23 August 2020, Available online 14 September 2020, Version of Record 19 September 2020.

论文官网地址:https://doi.org/10.1016/j.eswa.2020.113918