Research Article

Predicting Chronic Kidney Disease Using Hybrid Machine Learning Based on Apache Spark

Table 7

The best values of ML’s parameters which are applied to the features selected by Relief-F.

ModelParametersValues

DTImpurityGini
maxDepth4
maxBins32

RFImpurityGini
maxDepth5
maxBins32

LRregParam0.1
maxIter20

SVMregParam0.01
maxIter100
NBSmoothing0.1

GBT ClassifiermaxDepth4
maxBins20