Survey of Clinical Data Mining Applications on Big Data in Health Informatics

被引:12
|
作者
Herland, Matthew [1 ]
Khoshgoftaar, Taghi M. [1 ]
Wald, Randall [1 ]
机构
[1] Florida Atlantic Univ, Boca Raton, FL 33431 USA
关键词
Big Data; Health Informatics; Clinical Applications; SYSTEM; READMISSION; PHYSIOLOGY; INDEX;
D O I
10.1109/ICMLA.2013.163
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Every piece of information learned in human health has the potential to improve the length and quality of life for patients. However, the search for more knowledge in the domain of Health Informatics has led to vast quantities of data, far more than can be easily processed by researchers. Fortunately, just as this problem of Big Data has begun to challenge advances in Health Informatics, so too can the data mining and machine learning techniques used for the general study of Big Data be brought to bear on the these problems. This paper will discuss recent studies done on Big Data Analytics in the field of Health Informatics which sought to answer various clinical questions, using data acquired from the molecular, tissue, and patient levels of Health Informatics. We also consider what work remains to be done in this area.
引用
收藏
页码:465 / 472
页数:8
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