A new approach to detect congestive heart failure using short-term heart variability measures
文献类型：期刊论文
| 作者 | Guanzheng Liu; Lei Wang; Qian Wang; GuangMin Zhou; Ying Wang; Qing Jiang |
| 刊名 | PLOS ONE
 |
| 出版日期 | 2014 |
| 英文摘要 | Heart rate variability (HRV) analysis has quantified the functioning of the autonomic regulation of the heart and heart's ability to respond. However, majority of studies on HRV report several differences between patients with congestive heart failure (CHF) and healthy subjects, such as time-domain, frequency domain and nonlinear HRV measures. In the paper, we mainly presented a new approach to detect congestive heart failure (CHF) based on combination support vector machine (SVM) and three nonstandard heart rate variability (HRV) measures (e. g. SUM_TD, SUM_FD and SUM_IE). The CHF classification model was presented by using SVM classifier with the combination SUM_TD and SUM_FD. In the analysis performed, we found that the CHF classification algorithm could obtain the best performance with the CHF classification accuracy, sensitivity and specificity of 100%, 100%, 100%, respectively. |
| 收录类别 | SCI |
| 原文出处 | http://www.plosone.org/article/fetchObject.action?uri=info:doi/10.1371/journal.pone.0093399&representation=PDF |
| 语种 | 英语 |
| 源URL | [http://ir.siat.ac.cn:8080/handle/172644/5813]  |
| 专题 | 深圳先进技术研究院_医工所 |
| 作者单位 | PLOS ONE |
| 推荐引用方式 GB/T 7714 | Guanzheng Liu,Lei Wang,Qian Wang,et al. A new approach to detect congestive heart failure using short-term heart variability measures[J]. PLOS ONE,2014. |
| APA | Guanzheng Liu,Lei Wang,Qian Wang,GuangMin Zhou,Ying Wang,&Qing Jiang.(2014).A new approach to detect congestive heart failure using short-term heart variability measures.PLOS ONE. |
| MLA | Guanzheng Liu,et al."A new approach to detect congestive heart failure using short-term heart variability measures".PLOS ONE (2014). |
入库方式： OAI收割
来源：深圳先进技术研究院
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