An integrated decision support system based on ANN and Fuzzy_AHP for heart failure risk prediction

作者:

Highlights:

• This study proposed a hybrid decision support method (ANN and Fuzzy_AHP) for heart failure prediction.

• The performance of the proposed method was examined using three performance metrics.

• From the evaluations results, the proposed method performed better than the conventional ANN approach

• The proposed method would provide improved and realistic result for efficient therapy administration.

摘要

•This study proposed a hybrid decision support method (ANN and Fuzzy_AHP) for heart failure prediction.•The performance of the proposed method was examined using three performance metrics.•From the evaluations results, the proposed method performed better than the conventional ANN approach•The proposed method would provide improved and realistic result for efficient therapy administration.

论文关键词:Heart failure,Risk prediction,Artificial neural networks,Fuzzy AHP,Clinical decision support system

论文评审过程:Received 25 February 2016, Revised 10 October 2016, Accepted 11 October 2016, Available online 13 October 2016, Version of Record 21 October 2016.

论文官网地址:https://doi.org/10.1016/j.eswa.2016.10.020