作者: Saba Bashir , Usman Qamar , Farhan Hassan Khan
DOI: 10.1007/S10796-016-9718-Y
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摘要: Disease diagnosis at early stages can enable the physicians to overcome complications and treat them properly. The method plays an important role in disease accuracy of its treatment. A expert system help a great deal identifying those diseases describing methods treatment be carried out; taking into account user capability order interact with easily clearly. good way improve systems is use ensemble classifiers. proposed research presents using multi-layer classification enhanced bagging optimized weighting. named as “M2-BagWeight” which overcomes limitations individual well other Evaluation model performed on two different liver datasets, chronic kidney dataset, heart diabetic retinopathy debrecen breast cancer dataset primary tumor obtained from UCI public repository. It clear analysis results that has achieved high prediction when compared Moreover, application “WebMAC” also developed for practical implementation hospital diagnostic advice.