IBM Watson Analytics for Managing Congestive Heart Failure

被引：0
|
作者：
Mudura, V. A. [1 ]
Frosini, F. [1 ]
Iadanza, E. [1 ]
机构：
[1] Univ Florence, Dept Informat Engn, Via Santa Marta 3, Florence, Italy
来源：
EMBEC & NBC 2017 | 2018年 / 65卷
关键词：
Congestive Heart Failure; IBM Watson;
D O I：
10.1007/978-981-10-5122-7_256
中图分类号：
R318 [生物医学工程];
学科分类号：
0831 ;
摘要：
The purpose of this study is the evaluation of the web cloud-based analytic service IBM Watson Analytics as a tool for the management of Congestive Heart Failure (CHF). In particular, we want to assess if this service is suitable for the identification of physiological parameters able to predict outputs of interest such as disease severity, among a set of various physiological parameters and the realization of a predictive model. Using IBM Watson Analytics, we analyzed a database consisting of 250 records containing physiological parameters from 250 patients suffering from Congestive Heart Failure. Among the physiological parameters, we identified the best predictors of 2 outputs of interest (Severity of Congestive Heart Failure and Exacerbation Frequency) and analyzed the relationship between outputs and predictors and between predictors and the other physiological parameters.
引用
收藏
页码：1025 / 1028
页数：4
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