TY - GEN
T1 - Type 2 diabetes data processing with EM and C4.5 Algorithm
AU - Gao, Juan
AU - Luo, Sen Lin
AU - Jia, Hong Bo
AU - Zhang, Tie Mei
AU - Han, Yi Wen
PY - 2007
Y1 - 2007
N2 - This research combines EM (Expectation maximization) Algorithm and C4.5 Algorithm together to build a type 2 diabetes data processing system. Taking the advantage of the nearly 14000 items of multi-source, multi-dimension practical dataset, and a series of data mining experiments are designed. With the large quantity of experiments and results analysis, some valuable pathological knowledge of type 2 diabetes was discovered, which includes, the decision tree is almost identical with the list of clinical diabetic risk factors, and the rate of correct recognition for healthy people was 80.9% while for diabetic patients was 92.05%; three new blood glucose threshold 5.85mmol/l, 5.26mmol/l and 4.28mmol/l, The valuable results are good to the cure and macro-control type 2 diabetes.
AB - This research combines EM (Expectation maximization) Algorithm and C4.5 Algorithm together to build a type 2 diabetes data processing system. Taking the advantage of the nearly 14000 items of multi-source, multi-dimension practical dataset, and a series of data mining experiments are designed. With the large quantity of experiments and results analysis, some valuable pathological knowledge of type 2 diabetes was discovered, which includes, the decision tree is almost identical with the list of clinical diabetic risk factors, and the rate of correct recognition for healthy people was 80.9% while for diabetic patients was 92.05%; three new blood glucose threshold 5.85mmol/l, 5.26mmol/l and 4.28mmol/l, The valuable results are good to the cure and macro-control type 2 diabetes.
KW - Critical value
KW - EM Algorithm, C4.5 Algorithm
KW - Type 2 diabetes
UR - http://www.scopus.com/inward/record.url?scp=48149099903&partnerID=8YFLogxK
U2 - 10.1109/ICCME.2007.4381759
DO - 10.1109/ICCME.2007.4381759
M3 - Conference contribution
AN - SCOPUS:48149099903
SN - 1424410789
SN - 9781424410781
T3 - 2007 IEEE/ICME International Conference on Complex Medical Engineering, CME 2007
SP - 371
EP - 377
BT - 2007 IEEE/ICME International Conference on Complex Medical Engineering, CME 2007
T2 - 2007 IEEE/ICME International Conference on Complex Medical Engineering, CME 2007
Y2 - 23 May 2007 through 27 May 2007
ER -
