Risk factor analysis of device-related infections: value of re-sampling method on the real-world imbalanced dataset

Abstract Background The incidence of cardiac implantable electronic device infection (CIEDI) is low and usually belongs to the typical imbalanced dataset. We sought to describe our experience on the management of the imbalanced CIEDI dataset. Methods Database from two centers of patients undergoing...

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Bibliographic Details
Main Authors: Xiang-Fei Feng, Ling-Chao Yang, Li-Zhuang Tan, Yi-Gang Li
Format: Article
Language:English
Published: BMC 2019-09-01
Series:BMC Medical Informatics and Decision Making
Subjects:
Online Access:http://link.springer.com/article/10.1186/s12911-019-0899-4