Intelligent ZHENG Classification of Hypertension Depending on ML-kNN and Information Fusion.
Hypertension is one of the major causes of heart cerebrovascular diseases. With a good accumulation of hypertension clinical data on hand, research on hypertension's ZHENG differentiation is an important and attractive topic, as Traditional Chinese Medicine (TCM) lies primarily in "treatment based on ZHENG differentiation." From the view of data mining, ZHENG differentiation is modeled as a classification problem. In this paper, ML-kNN-a multilabel learning model-is used as the classification model for hypertension. Feature-level information fusion is also used for further utilization of all information. Experiment results show that ML-kNN can model the hypertension's ZHENG differentiation well. Information fusion helps improve models' performance.
Department of Control Science and Engineering, Tongji University, Shanghai 201804, China.
Guo-Zheng
GZ
Li
Shi-Xing
SX
Yan
Mingyu
M
You
Sheng
S
Sun
Aihua
A
Ou